{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "32455750-c8be-42ca-8f6c-22d2dd3de484",
   "metadata": {},
   "source": [
    "# 训练第一个自己的模型\n",
    "\n",
    "接下来我们将尝试训练第一个模型，看看在一个最基础的训练流程里，都需要做些什么。"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "60ca81a0-a7b9-42ec-95cd-5e81c7de7336",
   "metadata": {},
   "source": [
    "## 数据集准备\n",
    "\n",
    "首先，我们需要准备一个训练集，这个在上一章中已经准备好了。这次将会使用虚卒的数据集 `xuzu-test`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "f227a2df-8a17-4ac0-8848-0bce710da1fb",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import sys\n",
    "import os\n",
    "sys.path.append('../../../src')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "228f5084-20a1-4761-81a7-928b251cb38f",
   "metadata": {},
   "outputs": [],
   "source": [
    "from sryolo.utils import os_utils\n",
    "from sryolo.devtools import dataset_utils\n",
    "from sryolo.devtools import label_studio_utils\n",
    "from sryolo.devtools import ultralytics_utils"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "98c57a66-fb16-4a9f-8dc3-e7153758542a",
   "metadata": {},
   "outputs": [],
   "source": [
    "ultralytics_utils.init_ultralytics_settings()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "67b99ba9-805c-47de-b7ef-b8a4c2f1453d",
   "metadata": {},
   "outputs": [],
   "source": [
    "dataset_name = 'xuzu-test'\n",
    "labels_to_use = ['0005-虚卒-xz']\n",
    "labels_version = 'v1'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "25ce60e5-bc04-4ea7-81ff-83ee6c534ab3",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Autosplitting images from F:\\code\\workspace\\StarRail-YOLO\\ultralytics\\datasets\\xuzu-test\\images, using *.txt labeled images only\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 1437/1437 [00:00<00:00, 25635.18it/s]\n"
     ]
    }
   ],
   "source": [
    "dataset_utils.prepare_dateset(dataset_name, labels_to_use=labels_to_use)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "ed89defa-3413-4ab0-9e16-65f2bf5207e4",
   "metadata": {},
   "outputs": [],
   "source": [
    "from ultralytics import YOLO"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "81ed4d05-9a3d-4a8e-b395-6f1bcca3079b",
   "metadata": {},
   "outputs": [],
   "source": [
    "model = YOLO(ultralytics_utils.get_base_model_path('yolov8n.pt'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "e6d3312b-9046-47f1-b386-1d994793e285",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Ultralytics YOLOv8.1.44  Python-3.11.9 torch-2.2.2+cu121 CUDA:0 (NVIDIA GeForce RTX 4070 Ti, 12282MiB)\n",
      "\u001B[34m\u001B[1mengine\\trainer: \u001B[0mtask=detect, mode=train, model=F:\\code\\workspace\\StarRail-YOLO\\ultralytics\\models\\yolov8n.pt, data=F:\\code\\workspace\\StarRail-YOLO\\ultralytics\\datasets\\xuzu-test\\dataset.yaml, epochs=1000, time=None, patience=100, batch=-1, imgsz=640, save=True, save_period=-1, cache=False, device=None, workers=8, project=F:\\code\\workspace\\StarRail-YOLO\\ultralytics\\runs\\xuzu-test, name=train, exist_ok=False, pretrained=True, optimizer=auto, verbose=True, seed=0, deterministic=True, single_cls=False, rect=False, cos_lr=False, close_mosaic=10, resume=False, amp=True, fraction=1.0, profile=False, freeze=None, multi_scale=False, overlap_mask=True, mask_ratio=4, dropout=0.0, val=True, split=val, save_json=False, save_hybrid=False, conf=None, iou=0.7, max_det=300, half=False, dnn=False, plots=True, source=None, vid_stride=1, stream_buffer=False, visualize=False, augment=False, agnostic_nms=False, classes=None, retina_masks=False, embed=None, show=False, save_frames=False, save_txt=False, save_conf=False, save_crop=False, show_labels=True, show_conf=True, show_boxes=True, line_width=None, format=torchscript, keras=False, optimize=False, int8=False, dynamic=False, simplify=False, opset=None, workspace=4, nms=False, lr0=0.01, lrf=0.01, momentum=0.937, weight_decay=0.0005, warmup_epochs=3.0, warmup_momentum=0.8, warmup_bias_lr=0.1, box=7.5, cls=0.5, dfl=1.5, pose=12.0, kobj=1.0, label_smoothing=0.0, nbs=64, hsv_h=0.015, hsv_s=0.7, hsv_v=0.4, degrees=0.0, translate=0.1, scale=0.5, shear=0.0, perspective=0.0, flipud=0.0, fliplr=0.5, bgr=0.0, mosaic=1.0, mixup=0.0, copy_paste=0.0, auto_augment=randaugment, erasing=0.4, crop_fraction=1.0, cfg=None, tracker=botsort.yaml, save_dir=F:\\code\\workspace\\StarRail-YOLO\\ultralytics\\runs\\xuzu-test\\train\n",
      "Overriding model.yaml nc=80 with nc=1\n",
      "\n",
      "                   from  n    params  module                                       arguments                     \n",
      "  0                  -1  1       464  ultralytics.nn.modules.conv.Conv             [3, 16, 3, 2]                 \n",
      "  1                  -1  1      4672  ultralytics.nn.modules.conv.Conv             [16, 32, 3, 2]                \n",
      "  2                  -1  1      7360  ultralytics.nn.modules.block.C2f             [32, 32, 1, True]             \n",
      "  3                  -1  1     18560  ultralytics.nn.modules.conv.Conv             [32, 64, 3, 2]                \n",
      "  4                  -1  2     49664  ultralytics.nn.modules.block.C2f             [64, 64, 2, True]             \n",
      "  5                  -1  1     73984  ultralytics.nn.modules.conv.Conv             [64, 128, 3, 2]               \n",
      "  6                  -1  2    197632  ultralytics.nn.modules.block.C2f             [128, 128, 2, True]           \n",
      "  7                  -1  1    295424  ultralytics.nn.modules.conv.Conv             [128, 256, 3, 2]              \n",
      "  8                  -1  1    460288  ultralytics.nn.modules.block.C2f             [256, 256, 1, True]           \n",
      "  9                  -1  1    164608  ultralytics.nn.modules.block.SPPF            [256, 256, 5]                 \n",
      " 10                  -1  1         0  torch.nn.modules.upsampling.Upsample         [None, 2, 'nearest']          \n",
      " 11             [-1, 6]  1         0  ultralytics.nn.modules.conv.Concat           [1]                           \n",
      " 12                  -1  1    148224  ultralytics.nn.modules.block.C2f             [384, 128, 1]                 \n",
      " 13                  -1  1         0  torch.nn.modules.upsampling.Upsample         [None, 2, 'nearest']          \n",
      " 14             [-1, 4]  1         0  ultralytics.nn.modules.conv.Concat           [1]                           \n",
      " 15                  -1  1     37248  ultralytics.nn.modules.block.C2f             [192, 64, 1]                  \n",
      " 16                  -1  1     36992  ultralytics.nn.modules.conv.Conv             [64, 64, 3, 2]                \n",
      " 17            [-1, 12]  1         0  ultralytics.nn.modules.conv.Concat           [1]                           \n",
      " 18                  -1  1    123648  ultralytics.nn.modules.block.C2f             [192, 128, 1]                 \n",
      " 19                  -1  1    147712  ultralytics.nn.modules.conv.Conv             [128, 128, 3, 2]              \n",
      " 20             [-1, 9]  1         0  ultralytics.nn.modules.conv.Concat           [1]                           \n",
      " 21                  -1  1    493056  ultralytics.nn.modules.block.C2f             [384, 256, 1]                 \n",
      " 22        [15, 18, 21]  1    751507  ultralytics.nn.modules.head.Detect           [1, [64, 128, 256]]           \n",
      "Model summary: 225 layers, 3011043 parameters, 3011027 gradients, 8.2 GFLOPs\n",
      "\n",
      "Transferred 319/355 items from pretrained weights\n",
      "Freezing layer 'model.22.dfl.conv.weight'\n",
      "\u001B[34m\u001B[1mAMP: \u001B[0mrunning Automatic Mixed Precision (AMP) checks with YOLOv8n...\n",
      "\u001B[34m\u001B[1mAMP: \u001B[0mchecks passed \n",
      "\u001B[34m\u001B[1mAutoBatch: \u001B[0mComputing optimal batch size for imgsz=640\n",
      "\u001B[34m\u001B[1mAutoBatch: \u001B[0mCUDA:0 (NVIDIA GeForce RTX 4070 Ti) 11.99G total, 0.33G reserved, 0.07G allocated, 11.60G free\n",
      "      Params      GFLOPs  GPU_mem (GB)  forward (ms) backward (ms)                   input                  output\n",
      "     3011043       8.194         0.428         14.01         40.04        (1, 3, 640, 640)                    list\n",
      "     3011043       16.39         0.451         12.01         26.02        (2, 3, 640, 640)                    list\n",
      "     3011043       32.78         0.694         11.68         25.55        (4, 3, 640, 640)                    list\n",
      "     3011043       65.55         1.193         13.01         26.69        (8, 3, 640, 640)                    list\n",
      "     3011043       131.1         2.072         18.02         31.36       (16, 3, 640, 640)                    list\n",
      "\u001B[34m\u001B[1mAutoBatch: \u001B[0mUsing batch-size 59 for CUDA:0 7.33G/11.99G (61%) \n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\u001B[34m\u001B[1mtrain: \u001B[0mScanning F:\\code\\workspace\\StarRail-YOLO\\ultralytics\\datasets\\xuzu-test\\labels... 73 images, 0 backgrounds, 0 corrupt: 100%|██████████| 73/73 [00:00<00:00, 305.45it/s]\u001B[0m"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001B[34m\u001B[1mtrain: \u001B[0mNew cache created: F:\\code\\workspace\\StarRail-YOLO\\ultralytics\\datasets\\xuzu-test\\labels.cache\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n",
      "\u001B[34m\u001B[1mval: \u001B[0mScanning F:\\code\\workspace\\StarRail-YOLO\\ultralytics\\datasets\\xuzu-test\\labels... 10 images, 0 backgrounds, 0 corrupt: 100%|██████████| 10/10 [00:00<00:00, 311.40it/s]\u001B[0m"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001B[34m\u001B[1mval: \u001B[0mNew cache created: F:\\code\\workspace\\StarRail-YOLO\\ultralytics\\datasets\\xuzu-test\\labels.cache\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Plotting labels to F:\\code\\workspace\\StarRail-YOLO\\ultralytics\\runs\\xuzu-test\\train\\labels.jpg... \n",
      "\u001B[34m\u001B[1moptimizer:\u001B[0m 'optimizer=auto' found, ignoring 'lr0=0.01' and 'momentum=0.937' and determining best 'optimizer', 'lr0' and 'momentum' automatically... \n",
      "\u001B[34m\u001B[1moptimizer:\u001B[0m AdamW(lr=0.002, momentum=0.9) with parameter groups 57 weight(decay=0.0), 64 weight(decay=0.00046093750000000003), 63 bias(decay=0.0)\n",
      "Image sizes 640 train, 640 val\n",
      "Using 8 dataloader workers\n",
      "Logging results to \u001B[1mF:\\code\\workspace\\StarRail-YOLO\\ultralytics\\runs\\xuzu-test\\train\u001B[0m\n",
      "Starting training for 1000 epochs...\n",
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "     1/1000      8.35G      1.803      3.841      1.425         40        640: 100%|██████████| 2/2 [00:04<00:00,  2.25s/it]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00,  6.05it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.002      0.545     0.0403    0.00896\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "     2/1000      8.33G        1.8      3.664      1.458         34        640: 100%|██████████| 2/2 [00:00<00:00,  5.56it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 18.35it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.002      0.545     0.0222    0.00643\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "     3/1000      8.36G      1.846      3.888      1.518         37        640: 100%|██████████| 2/2 [00:00<00:00,  5.20it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 19.35it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.002      0.545     0.0562     0.0174\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "     4/1000      8.42G       1.94      4.195        1.4         25        640: 100%|██████████| 2/2 [00:00<00:00,  5.57it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 23.15it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11    0.00233      0.636      0.084     0.0222\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "     5/1000      8.36G      1.792      3.467      1.352         40        640: 100%|██████████| 2/2 [00:00<00:00,  5.54it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 22.69it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11    0.00233      0.636      0.047     0.0144\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "     6/1000      8.37G      1.735      3.145      1.263         33        640: 100%|██████████| 2/2 [00:00<00:00,  5.56it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 21.39it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11    0.00233      0.636      0.076     0.0173\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "     7/1000      8.37G      1.621      2.435      1.179         51        640: 100%|██████████| 2/2 [00:00<00:00,  5.56it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 22.42it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11    0.00333      0.909      0.203     0.0884\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "     8/1000      8.37G      1.489      2.456      1.153         30        640: 100%|██████████| 2/2 [00:00<00:00,  5.47it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 21.17it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11    0.00333      0.909      0.392      0.159\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "     9/1000      8.37G      1.381      2.054      1.129         37        640: 100%|██████████| 2/2 [00:00<00:00,  5.59it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 21.19it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11    0.00333      0.909      0.465       0.15\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "    10/1000      8.37G      1.417      2.188      1.139         31        640: 100%|██████████| 2/2 [00:00<00:00,  5.55it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 23.55it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11    0.00333      0.909      0.367      0.127\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
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      "    11/1000      8.37G      1.412      1.874      1.175         33        640: 100%|██████████| 2/2 [00:00<00:00,  5.27it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 23.22it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11    0.00367          1      0.294      0.135\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
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      "    12/1000      8.37G      1.422      1.839       1.15         34        640: 100%|██████████| 2/2 [00:00<00:00,  5.55it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 21.71it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11    0.00367          1      0.216      0.122\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
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      "    13/1000      8.36G      1.389      1.604      1.094         46        640: 100%|██████████| 2/2 [00:00<00:00,  5.56it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 23.39it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11    0.00367          1      0.211     0.0953\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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      "    14/1000      8.37G      1.458      1.713      1.089         39        640: 100%|██████████| 2/2 [00:00<00:00,  5.54it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11    0.00333      0.909      0.178     0.0877\n"
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    },
    {
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     "output_type": "stream",
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      "\n"
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "    15/1000      8.37G      1.308      1.504      1.079         36        640: 100%|██████████| 2/2 [00:00<00:00,  5.51it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.003      0.818      0.125     0.0756\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
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    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "    16/1000      8.37G      1.271      1.461      1.072         37        640: 100%|██████████| 2/2 [00:00<00:00,  5.56it/s]\n",
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.003      0.818      0.104     0.0791\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "    17/1000      8.37G      1.298      1.426        1.1         42        640: 100%|██████████| 2/2 [00:00<00:00,  5.44it/s]\n",
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11    0.00333      0.909      0.102      0.069\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
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    },
    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "    18/1000      8.37G      1.287      1.423      1.055         39        640: 100%|██████████| 2/2 [00:00<00:00,  5.58it/s]\n",
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.003      0.818      0.101     0.0401\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "    19/1000      8.42G      1.289      1.616      1.131         19        640: 100%|██████████| 2/2 [00:00<00:00,  5.51it/s]\n",
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.003      0.818        0.1     0.0398\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "    20/1000      8.42G      1.308      1.387      1.045         29        640: 100%|██████████| 2/2 [00:00<00:00,  5.53it/s]\n",
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.003      0.818     0.0234     0.0167\n"
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    },
    {
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     "output_type": "stream",
     "text": [
      "\n"
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "    21/1000      8.31G      1.206      1.347      1.061         38        640: 100%|██████████| 2/2 [00:00<00:00,  5.51it/s]\n",
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11    0.00267      0.727    0.00507     0.0021\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "    22/1000      8.37G      1.156      1.385      1.054         34        640: 100%|██████████| 2/2 [00:00<00:00,  5.54it/s]\n",
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11    0.00233      0.636    0.00953    0.00267\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "    23/1000      8.37G      1.186      1.314      1.087         37        640: 100%|██████████| 2/2 [00:00<00:00,  5.59it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11    0.00233      0.636    0.00259     0.0013\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "    24/1000      8.31G      1.128      1.387      1.018         29        640: 100%|██████████| 2/2 [00:00<00:00,  5.55it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.001      0.273    0.00178   0.000908\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "    25/1000      8.37G        1.2       1.28      1.078         35        640: 100%|██████████| 2/2 [00:00<00:00,  5.59it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11    0.00267      0.727     0.0268     0.0135\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "    26/1000      8.37G      1.307      1.353      1.072         31        640: 100%|██████████| 2/2 [00:00<00:00,  5.42it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.363     0.0909     0.0993     0.0215\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "    27/1000      8.37G      1.342      1.373      1.087         32        640: 100%|██████████| 2/2 [00:00<00:00,  5.55it/s]\n",
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.496     0.0909      0.177     0.0594\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "    28/1000      8.37G      1.327      1.366      1.058         32        640: 100%|██████████| 2/2 [00:00<00:00,  5.56it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11    0.00333      0.909      0.191      0.068\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "    29/1000      8.37G      1.259      1.412      1.123         28        640: 100%|██████████| 2/2 [00:00<00:00,  5.49it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.669      0.182      0.256      0.138\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "    30/1000      8.37G      1.312      1.409      1.096         27        640: 100%|██████████| 2/2 [00:00<00:00,  5.59it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.289     0.0909     0.0363     0.0179\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "    31/1000      8.37G      1.182      1.159      1.079         43        640: 100%|██████████| 2/2 [00:00<00:00,  5.53it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11     0.0407      0.182     0.0209    0.00906\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
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    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "    32/1000      8.37G      1.282       1.29      1.112         36        640: 100%|██████████| 2/2 [00:00<00:00,  5.46it/s]\n",
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     ]
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.003      0.818      0.268     0.0837\n"
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    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
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    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11    0.00267      0.727       0.28     0.0759\n"
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     "output_type": "stream",
     "text": [
      "\n"
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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     "output_type": "stream",
     "text": [
      "                   all         10         11    0.00267      0.727      0.082     0.0404\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
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      "    35/1000      8.37G      1.242      1.166      1.045         42        640: 100%|██████████| 2/2 [00:00<00:00,  5.39it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 19.51it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.003      0.818      0.066     0.0333\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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      "    36/1000      8.48G      1.248      1.262      1.071         40        640: 100%|██████████| 2/2 [00:00<00:00,  5.48it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11       0.48      0.273      0.265     0.0987\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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      "    37/1000      8.37G      1.239      1.142       1.04         34        640: 100%|██████████| 2/2 [00:00<00:00,  5.50it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11       0.92      0.273      0.431      0.144\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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      "    38/1000      8.31G      1.157      1.191      1.029         29        640: 100%|██████████| 2/2 [00:00<00:00,  5.50it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.657      0.182      0.174     0.0227\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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      "    39/1000      8.36G      1.137      1.094      1.019         32        640: 100%|██████████| 2/2 [00:00<00:00,  5.58it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11    0.00233      0.636     0.0456     0.0175\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.003      0.818     0.0269    0.00806\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "    41/1000      8.31G      1.251       1.09      1.065         51        640: 100%|██████████| 2/2 [00:00<00:00,  5.56it/s]\n",
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11          1      0.158      0.288     0.0877\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "    42/1000      8.31G      1.124      1.235      1.091         22        640: 100%|██████████| 2/2 [00:00<00:00,  5.56it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.484      0.364      0.311      0.148\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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      "    43/1000      8.37G      1.281      1.227      1.117         20        640: 100%|██████████| 2/2 [00:00<00:00,  5.44it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.131     0.0909     0.0553     0.0175\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "    44/1000      8.36G      1.421      1.229      1.147         33        640: 100%|██████████| 2/2 [00:00<00:00,  5.57it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11     0.0165      0.455      0.027     0.0076\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "    45/1000      8.36G      1.279      1.166      1.099         29        640: 100%|██████████| 2/2 [00:00<00:00,  5.51it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11    0.00167      0.455     0.0155    0.00827\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "    46/1000      8.36G      1.403      1.313       1.18         35        640: 100%|██████████| 2/2 [00:00<00:00,  5.41it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.844      0.182      0.226      0.113\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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     "output_type": "stream",
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      "    47/1000      8.37G       1.41       1.18      1.172         28        640: 100%|██████████| 2/2 [00:00<00:00,  5.55it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11    0.00317      0.273     0.0176    0.00558\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "    48/1000      8.37G      1.274      1.134      1.124         28        640: 100%|██████████| 2/2 [00:00<00:00,  5.53it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11    0.00203      0.182    0.00249   0.000559\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "    49/1000      8.36G      1.253      1.054      1.066         30        640: 100%|██████████| 2/2 [00:00<00:00,  5.45it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11    0.00275      0.727    0.00477    0.00126\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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     "output_type": "stream",
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      "    50/1000      8.37G      1.324       1.13      1.109         49        640: 100%|██████████| 2/2 [00:00<00:00,  5.56it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.895     0.0909      0.127     0.0953\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "    51/1000      8.36G      1.328      1.129      1.169         30        640: 100%|██████████| 2/2 [00:00<00:00,  5.47it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.914     0.0909      0.104     0.0886\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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     "output_type": "stream",
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      "    52/1000      8.37G      1.297      1.012      1.077         40        640: 100%|██████████| 2/2 [00:00<00:00,  5.41it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11    0.00737     0.0909    0.00281    0.00124\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "    53/1000      8.42G      1.298      1.039      1.106         34        640: 100%|██████████| 2/2 [00:00<00:00,  5.54it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11    0.00225      0.182    0.00141   0.000391\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "    54/1000      8.37G      1.311      1.054      1.153         33        640: 100%|██████████| 2/2 [00:00<00:00,  5.54it/s]\n",
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11    0.00449      0.273    0.00405    0.00107\n"
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    {
     "name": "stderr",
     "output_type": "stream",
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      "\n"
     ]
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    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "    55/1000      8.37G      1.312     0.9895      1.113         41        640: 100%|██████████| 2/2 [00:00<00:00,  5.55it/s]\n",
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11     0.0134     0.0909    0.00898    0.00354\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "    56/1000      8.37G      1.343     0.9787      1.064         33        640: 100%|██████████| 2/2 [00:00<00:00,  5.56it/s]\n",
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.534     0.0909      0.106     0.0125\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "    57/1000      8.36G      1.178       0.91      1.058         35        640: 100%|██████████| 2/2 [00:00<00:00,  5.53it/s]\n",
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.163      0.182     0.0906     0.0292\n"
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    {
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     "output_type": "stream",
     "text": [
      "\n"
     ]
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    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
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      "    58/1000      8.37G      1.216      0.917      1.079         36        640: 100%|██████████| 2/2 [00:00<00:00,  5.53it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 24.52it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11     0.0362      0.273     0.0259    0.00817\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
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    },
    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
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      "    59/1000      8.36G      1.162     0.9095      1.086         32        640: 100%|██████████| 2/2 [00:00<00:00,  5.54it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11     0.0154      0.182    0.00925    0.00272\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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      "    60/1000      8.42G      1.175      0.853      1.108         47        640: 100%|██████████| 2/2 [00:00<00:00,  5.51it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11     0.0384     0.0909     0.0127    0.00376\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
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    },
    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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      "    61/1000      8.37G      1.307     0.9149      1.105         39        640: 100%|██████████| 2/2 [00:00<00:00,  5.49it/s]\n",
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11    0.00339      0.636    0.00391   0.000909\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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      "    62/1000      8.37G      1.266     0.9666      1.132         36        640: 100%|██████████| 2/2 [00:00<00:00,  5.55it/s]\n",
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11     0.0167     0.0909    0.00782    0.00131\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
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    },
    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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      "    63/1000      8.37G      1.327     0.9498      1.148         31        640: 100%|██████████| 2/2 [00:00<00:00,  5.52it/s]\n",
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11     0.0341      0.182     0.0127    0.00418\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
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    },
    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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      "    64/1000      8.37G      1.381      1.018      1.167         22        640: 100%|██████████| 2/2 [00:00<00:00,  5.49it/s]\n",
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11    0.00212      0.364    0.00226   0.000559\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.203      0.273      0.102     0.0281\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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      "    66/1000      8.37G      1.299      0.928      1.147         28        640: 100%|██████████| 2/2 [00:00<00:00,  5.46it/s]\n",
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.674      0.273      0.403      0.227\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
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    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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      "    67/1000      8.37G      1.363     0.9305      1.102         36        640: 100%|██████████| 2/2 [00:00<00:00,  5.44it/s]\n",
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.512      0.273      0.356      0.234\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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      "    68/1000      8.36G      1.139     0.8291      1.052         30        640: 100%|██████████| 2/2 [00:00<00:00,  5.47it/s]\n",
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.357      0.727      0.455      0.204\n"
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    {
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     "output_type": "stream",
     "text": [
      "\n"
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    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "    69/1000      8.37G      1.156     0.8199      1.044         37        640: 100%|██████████| 2/2 [00:00<00:00,  5.45it/s]\n",
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.737      0.636      0.661      0.312\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
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     "name": "stderr",
     "output_type": "stream",
     "text": [
      "    70/1000      8.37G       1.16     0.8376      1.025         30        640: 100%|██████████| 2/2 [00:00<00:00,  5.36it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.618      0.443      0.417      0.244\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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     "name": "stderr",
     "output_type": "stream",
     "text": [
      "    71/1000      8.37G      1.204     0.8085      1.055         45        640: 100%|██████████| 2/2 [00:00<00:00,  5.47it/s]\n",
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.393      0.545      0.399       0.22\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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     "output_type": "stream",
     "text": [
      "    72/1000      8.31G      1.127      0.827      1.034         34        640: 100%|██████████| 2/2 [00:00<00:00,  5.45it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.358      0.364      0.381      0.198\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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     "name": "stderr",
     "output_type": "stream",
     "text": [
      "    73/1000      8.37G      1.115     0.7822      1.002         42        640: 100%|██████████| 2/2 [00:00<00:00,  5.42it/s]\n",
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11       0.37      0.545      0.425      0.184\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
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     "name": "stderr",
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      "    74/1000      8.43G      1.157     0.8313      1.074         25        640: 100%|██████████| 2/2 [00:00<00:00,  5.46it/s]\n",
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.463      0.636      0.514      0.316\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "    75/1000      8.37G      1.058     0.7503     0.9772         35        640: 100%|██████████| 2/2 [00:00<00:00,  5.50it/s]\n",
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11       0.53      0.636      0.554      0.288\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "    76/1000      8.37G      1.062     0.7644      1.002         30        640: 100%|██████████| 2/2 [00:00<00:00,  5.54it/s]\n",
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.423      0.455      0.404       0.23\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "    77/1000      8.31G      1.171     0.8409      1.038         39        640: 100%|██████████| 2/2 [00:00<00:00,  5.56it/s]\n",
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.315      0.727      0.449      0.206\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.441      0.455      0.396      0.192\n"
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    {
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     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.387      0.455      0.464      0.201\n"
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    {
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     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.587      0.455      0.592      0.174\n"
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     "output_type": "stream",
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      "\n"
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    {
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     "output_type": "stream",
     "text": [
      "                   all         10         11      0.743      0.364      0.526      0.152\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
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    },
    {
     "name": "stdout",
     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
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      "    82/1000      8.37G      1.159     0.7496      1.046         42        640: 100%|██████████| 2/2 [00:00<00:00,  5.39it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 23.78it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.668      0.636      0.565      0.236\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
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      "\n"
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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      "    83/1000      8.37G      1.106     0.7569      1.034         36        640: 100%|██████████| 2/2 [00:00<00:00,  5.58it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 24.67it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.724      0.715      0.645      0.241\n"
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    },
    {
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     "output_type": "stream",
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      "\n"
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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      "    84/1000      8.31G      1.084     0.7622      1.003         28        640: 100%|██████████| 2/2 [00:00<00:00,  5.58it/s]\n",
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.862      0.727      0.765      0.205\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
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      "\n"
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
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     "name": "stderr",
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      "    85/1000      8.36G       1.21     0.7933      1.063         29        640: 100%|██████████| 2/2 [00:00<00:00,  5.50it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 18.84it/s]"
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11          1      0.815      0.871      0.304\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
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    },
    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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      "    86/1000      8.37G      1.006      0.695     0.9787         30        640: 100%|██████████| 2/2 [00:00<00:00,  5.54it/s]\n",
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.888      0.725      0.847       0.33\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
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      "\n"
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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      "    87/1000      8.36G      1.091      0.847      1.065         30        640: 100%|██████████| 2/2 [00:00<00:00,  5.51it/s]\n",
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.724      0.717      0.745      0.255\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
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    },
    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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      "    88/1000      8.37G      1.095      0.724       1.07         25        640: 100%|██████████| 2/2 [00:00<00:00,  5.49it/s]\n",
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11          1      0.525      0.731      0.229\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
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    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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      "    89/1000      8.37G      1.153     0.7892      1.063         32        640: 100%|██████████| 2/2 [00:00<00:00,  5.54it/s]\n",
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.665      0.545      0.629      0.201\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
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     "name": "stderr",
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     "text": [
      "    90/1000      8.43G      1.173     0.7437       1.02         35        640: 100%|██████████| 2/2 [00:00<00:00,  5.54it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 24.36it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.818      0.545      0.613      0.223\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
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     "name": "stderr",
     "output_type": "stream",
     "text": [
      "    91/1000      8.37G      1.122     0.7589      1.002         43        640: 100%|██████████| 2/2 [00:00<00:00,  5.52it/s]\n",
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.605      0.636      0.679      0.307\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
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     "name": "stderr",
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     "text": [
      "    92/1000      8.42G      1.024     0.7309     0.9855         33        640: 100%|██████████| 2/2 [00:00<00:00,  5.48it/s]\n",
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.702      0.545      0.572      0.288\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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      "    93/1000      8.36G      1.131     0.7443      1.043         32        640: 100%|██████████| 2/2 [00:00<00:00,  5.51it/s]\n",
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.746      0.636       0.59      0.266\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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     "output_type": "stream",
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      "    94/1000      8.37G      1.075     0.7586      1.041         33        640: 100%|██████████| 2/2 [00:00<00:00,  5.51it/s]\n",
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.669      0.455       0.46      0.209\n"
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    },
    {
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     "output_type": "stream",
     "text": [
      "\n"
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    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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     "name": "stderr",
     "output_type": "stream",
     "text": [
      "    95/1000      8.36G     0.9933     0.7012     0.9622         46        640: 100%|██████████| 2/2 [00:00<00:00,  5.53it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.492      0.364      0.386      0.179\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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     "name": "stderr",
     "output_type": "stream",
     "text": [
      "    96/1000      8.37G     0.9842     0.6965     0.9719         36        640: 100%|██████████| 2/2 [00:00<00:00,  5.40it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 23.13it/s]"
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.499      0.453      0.341      0.152\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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     "name": "stderr",
     "output_type": "stream",
     "text": [
      "    97/1000      8.37G       1.01     0.6983     0.9556         33        640: 100%|██████████| 2/2 [00:00<00:00,  5.52it/s]\n",
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.628      0.455      0.401      0.189\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "    98/1000      8.37G      1.126      0.723      1.062         34        640: 100%|██████████| 2/2 [00:00<00:00,  5.57it/s]\n",
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.743      0.636      0.659      0.337\n"
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    {
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     "output_type": "stream",
     "text": [
      "\n"
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    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "    99/1000      8.37G      1.006     0.6859     0.9884         34        640: 100%|██████████| 2/2 [00:00<00:00,  5.45it/s]\n",
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.791       0.69      0.694       0.29\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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     "output_type": "stream",
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      "   100/1000      8.31G      1.042     0.6953      1.038         30        640: 100%|██████████| 2/2 [00:00<00:00,  5.55it/s]\n",
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.627      0.727      0.582      0.284\n"
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    },
    {
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     "output_type": "stream",
     "text": [
      "\n"
     ]
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    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "   101/1000      8.37G      1.044     0.7428      1.032         30        640: 100%|██████████| 2/2 [00:00<00:00,  5.55it/s]\n",
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.426      0.727      0.521      0.252\n"
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    {
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     "output_type": "stream",
     "text": [
      "\n"
     ]
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    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "   102/1000      8.37G      1.084     0.7301      1.044         34        640: 100%|██████████| 2/2 [00:00<00:00,  5.54it/s]\n",
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11       0.43      0.455      0.423      0.209\n"
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    {
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     "output_type": "stream",
     "text": [
      "\n"
     ]
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    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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      "   103/1000      8.37G      0.929     0.6929     0.9911         27        640: 100%|██████████| 2/2 [00:00<00:00,  5.59it/s]\n",
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11       0.57      0.636      0.534      0.245\n"
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    {
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     "output_type": "stream",
     "text": [
      "\n"
     ]
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "   104/1000      8.37G      1.021     0.7259      1.037         30        640: 100%|██████████| 2/2 [00:00<00:00,  5.55it/s]\n",
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.613      0.727      0.642       0.24\n"
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     "output_type": "stream",
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      "\n"
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    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
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      "   105/1000      8.37G     0.9647     0.6427     0.9822         38        640: 100%|██████████| 2/2 [00:00<00:00,  5.47it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 22.65it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.581      0.636      0.591      0.175\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
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      "   106/1000      8.37G     0.9692     0.6523     0.9588         23        640: 100%|██████████| 2/2 [00:00<00:00,  5.56it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 24.34it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.398      0.636      0.498      0.167\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
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    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
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     "name": "stderr",
     "output_type": "stream",
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      "   107/1000      8.37G      1.032     0.6621     0.9819         25        640: 100%|██████████| 2/2 [00:00<00:00,  5.53it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 23.42it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.708      0.727      0.675      0.227\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
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     "name": "stderr",
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      "   108/1000      8.43G      1.052     0.6593     0.9814         30        640: 100%|██████████| 2/2 [00:00<00:00,  5.51it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 23.72it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.754      0.636      0.761      0.318\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
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      "   109/1000      8.36G      1.138     0.7155      1.022         33        640: 100%|██████████| 2/2 [00:00<00:00,  5.54it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.799      0.727      0.786       0.41\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
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     "name": "stderr",
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      "   110/1000      8.37G      1.059     0.6831      0.994         30        640: 100%|██████████| 2/2 [00:00<00:00,  5.53it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 24.84it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.888       0.72      0.729      0.409\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
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     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   111/1000      8.36G      1.037     0.6417     0.9889         31        640: 100%|██████████| 2/2 [00:00<00:00,  5.49it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 23.35it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11        0.8      0.727      0.677      0.345\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
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     "name": "stderr",
     "output_type": "stream",
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      "   112/1000      8.37G      1.039     0.6889      1.023         33        640: 100%|██████████| 2/2 [00:00<00:00,  5.52it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.676      0.818      0.767      0.381\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   113/1000      8.37G      1.025     0.6335     0.9636         42        640: 100%|██████████| 2/2 [00:00<00:00,  5.52it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 24.00it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.618      0.909      0.795      0.372\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
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     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   114/1000      8.37G      1.115     0.7216      1.054         25        640: 100%|██████████| 2/2 [00:00<00:00,  5.34it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 24.21it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.787      0.545      0.718      0.324\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   115/1000      8.37G      1.036     0.6655      1.005         38        640: 100%|██████████| 2/2 [00:00<00:00,  5.55it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 23.95it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.739      0.818      0.804      0.339\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   116/1000      8.36G     0.9403     0.6523     0.9694         38        640: 100%|██████████| 2/2 [00:00<00:00,  5.58it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 24.31it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.601      0.818      0.782      0.365\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   117/1000      8.31G     0.9158     0.6278     0.9684         33        640: 100%|██████████| 2/2 [00:00<00:00,  5.50it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 23.58it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.581      0.818      0.724      0.297\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
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     "name": "stderr",
     "output_type": "stream",
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      "   118/1000      8.36G      1.006     0.6459     0.9887         32        640: 100%|██████████| 2/2 [00:00<00:00,  5.56it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 24.50it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.836      0.545      0.688      0.288\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
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     "name": "stderr",
     "output_type": "stream",
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      "   119/1000      8.36G     0.9656     0.6156     0.9304         28        640: 100%|██████████| 2/2 [00:00<00:00,  5.58it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 23.72it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.762      0.636      0.708      0.355\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
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     "name": "stderr",
     "output_type": "stream",
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      "   120/1000      8.31G     0.9268     0.6004     0.9755         23        640: 100%|██████████| 2/2 [00:00<00:00,  5.33it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.776       0.63      0.696      0.387\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
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     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   121/1000      8.37G     0.9815      0.638     0.9654         37        640: 100%|██████████| 2/2 [00:00<00:00,  5.54it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.686      0.818      0.737      0.377\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
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     "name": "stderr",
     "output_type": "stream",
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      "   122/1000      8.36G      0.959     0.6272     0.9777         30        640: 100%|██████████| 2/2 [00:00<00:00,  5.55it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.756      0.846      0.701      0.353\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
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      "   123/1000      8.43G     0.9031      0.595     0.9446         37        640: 100%|██████████| 2/2 [00:00<00:00,  5.25it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.579      0.909      0.585      0.284\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
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     "name": "stderr",
     "output_type": "stream",
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      "   124/1000      8.37G     0.9147     0.6008     0.9468         31        640: 100%|██████████| 2/2 [00:00<00:00,  5.56it/s]\n",
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.695      0.909      0.692      0.283\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
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     "output_type": "stream",
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      "   125/1000      8.37G     0.8897      0.604     0.9587         42        640: 100%|██████████| 2/2 [00:00<00:00,  5.54it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.567      0.727      0.556      0.294\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
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     "output_type": "stream",
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      "   126/1000      8.37G      0.856     0.5886     0.9334         36        640: 100%|██████████| 2/2 [00:00<00:00,  5.47it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.498      0.813      0.517      0.187\n"
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    },
    {
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     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
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      "   127/1000      8.37G     0.9247     0.6179     0.9602         26        640: 100%|██████████| 2/2 [00:00<00:00,  5.51it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.523      0.798      0.507      0.149\n"
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    },
    {
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     "output_type": "stream",
     "text": [
      "\n"
     ]
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    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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      "   128/1000      8.36G      1.027     0.6471     0.9919         37        640: 100%|██████████| 2/2 [00:00<00:00,  5.56it/s]\n",
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.795      0.727      0.666      0.241\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
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      "   129/1000      8.37G     0.9915     0.6789      1.023         25        640: 100%|██████████| 2/2 [00:00<00:00,  5.56it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 19.65it/s]"
     ]
    },
    {
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     "text": [
      "                   all         10         11      0.667      0.818      0.742      0.345\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
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      "   130/1000      8.31G      1.013     0.6224     0.9489         40        640: 100%|██████████| 2/2 [00:00<00:00,  5.55it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 23.68it/s]"
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.885      0.727      0.792       0.41\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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      "   131/1000      8.37G     0.9795     0.6199     0.9755         29        640: 100%|██████████| 2/2 [00:00<00:00,  5.54it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 21.71it/s]"
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.854      0.545      0.714      0.389\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
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      "   132/1000      8.37G     0.9464      0.608     0.9751         35        640: 100%|██████████| 2/2 [00:00<00:00,  5.49it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 20.54it/s]"
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.518      0.727      0.664      0.383\n"
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    },
    {
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     "output_type": "stream",
     "text": [
      "\n"
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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     "name": "stderr",
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      "   133/1000      8.36G     0.9409     0.6099     0.9504         31        640: 100%|██████████| 2/2 [00:00<00:00,  5.50it/s]\n",
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.535      0.909      0.629      0.345\n"
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    },
    {
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     "output_type": "stream",
     "text": [
      "\n"
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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      "   134/1000      8.31G     0.9255     0.6408      0.954         30        640: 100%|██████████| 2/2 [00:00<00:00,  5.55it/s]\n",
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    {
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     "text": [
      "                   all         10         11      0.558      0.727      0.601      0.316\n"
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    },
    {
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     "output_type": "stream",
     "text": [
      "\n"
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "   135/1000      8.37G      0.882     0.5841     0.9373         28        640: 100%|██████████| 2/2 [00:00<00:00,  5.53it/s]\n",
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11       0.66      0.818      0.711      0.308\n"
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    },
    {
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     "output_type": "stream",
     "text": [
      "\n"
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    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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      "   136/1000      8.37G      0.922      0.589     0.9471         40        640: 100%|██████████| 2/2 [00:00<00:00,  5.58it/s]\n",
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.845      0.727      0.817      0.311\n"
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    },
    {
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     "output_type": "stream",
     "text": [
      "\n"
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    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
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     "output_type": "stream",
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      "   137/1000      8.36G     0.9283     0.6127     0.9561         47        640: 100%|██████████| 2/2 [00:00<00:00,  5.45it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 23.75it/s]"
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.841      0.727      0.855      0.379\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
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    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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      "   138/1000      8.37G     0.9413     0.6182     0.9423         18        640: 100%|██████████| 2/2 [00:00<00:00,  5.54it/s]\n",
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.789      0.818      0.821      0.358\n"
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    },
    {
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     "output_type": "stream",
     "text": [
      "\n"
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "   139/1000      8.37G     0.9441      0.658     0.9716         25        640: 100%|██████████| 2/2 [00:00<00:00,  5.58it/s]\n",
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.797      0.818       0.79      0.318\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
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    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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      "   140/1000      8.36G      1.017     0.6658      1.018         23        640: 100%|██████████| 2/2 [00:00<00:00,  5.40it/s]\n",
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.617      0.818      0.699      0.256\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
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    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
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     "output_type": "stream",
     "text": [
      "   141/1000      8.37G      0.901     0.5709      0.956         48        640: 100%|██████████| 2/2 [00:00<00:00,  5.54it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.668      0.727      0.672      0.276\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
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     "output_type": "stream",
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      "   142/1000      8.36G     0.8754     0.6023     0.9281         34        640: 100%|██████████| 2/2 [00:00<00:00,  5.57it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.584      0.767      0.652      0.212\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
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     "output_type": "stream",
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      "   143/1000      8.36G      0.881     0.6144      0.948         37        640: 100%|██████████| 2/2 [00:00<00:00,  5.50it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.641      0.818      0.671      0.237\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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     "output_type": "stream",
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      "   144/1000      8.31G     0.8748     0.5799     0.9451         31        640: 100%|██████████| 2/2 [00:00<00:00,  5.57it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.624      0.818      0.699      0.322\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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     "output_type": "stream",
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      "   145/1000      8.37G     0.9454     0.6424     0.9622         31        640: 100%|██████████| 2/2 [00:00<00:00,  5.54it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.551      0.909      0.633      0.289\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
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     "output_type": "stream",
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      "   146/1000      8.36G      0.848     0.6174     0.9862         31        640: 100%|██████████| 2/2 [00:00<00:00,  5.51it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.752      0.909        0.7      0.326\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
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     "output_type": "stream",
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      "   147/1000      8.37G     0.9781     0.6001     0.9997         26        640: 100%|██████████| 2/2 [00:00<00:00,  5.55it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.607      0.703       0.61      0.339\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
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     "output_type": "stream",
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      "   148/1000      8.37G     0.9376     0.5927     0.9771         38        640: 100%|██████████| 2/2 [00:00<00:00,  5.53it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.721      0.706      0.616      0.298\n"
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    },
    {
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     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "   149/1000      8.37G     0.8876      0.624      0.944         34        640: 100%|██████████| 2/2 [00:00<00:00,  5.48it/s]\n",
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.782      0.727       0.79      0.398\n"
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    },
    {
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     "output_type": "stream",
     "text": [
      "\n"
     ]
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    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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      "   150/1000      8.45G     0.8547     0.5519     0.9213         34        640: 100%|██████████| 2/2 [00:00<00:00,  5.51it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.795      0.818      0.785      0.359\n"
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    },
    {
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     "output_type": "stream",
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      "\n"
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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      "   151/1000      8.31G     0.8447     0.5626     0.9407         38        640: 100%|██████████| 2/2 [00:00<00:00,  5.58it/s]\n",
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.771      0.818      0.769      0.356\n"
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     "output_type": "stream",
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      "\n"
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    {
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     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
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      "   152/1000      8.36G     0.8598     0.5711     0.9651         27        640: 100%|██████████| 2/2 [00:00<00:00,  5.40it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 23.93it/s]"
     ]
    },
    {
     "name": "stdout",
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     "text": [
      "                   all         10         11      0.821      0.909      0.774       0.37\n"
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    },
    {
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     "output_type": "stream",
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      "\n"
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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    {
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      "                   all         10         11      0.884      0.909      0.843      0.367\n"
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    },
    {
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     "output_type": "stream",
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      "\n"
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "   154/1000      8.36G     0.8717     0.6001     0.9533         30        640: 100%|██████████| 2/2 [00:00<00:00,  5.50it/s]\n",
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    {
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      "                   all         10         11      0.664      0.898      0.787      0.337\n"
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    },
    {
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      "\n"
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "   155/1000      8.37G     0.8769     0.5742     0.9282         26        640: 100%|██████████| 2/2 [00:00<00:00,  5.23it/s]\n",
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    {
     "name": "stdout",
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      "                   all         10         11      0.578      0.909      0.789      0.366\n"
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    },
    {
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     "output_type": "stream",
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      "\n"
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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      "   156/1000      8.37G     0.9143     0.6499     0.9744         26        640: 100%|██████████| 2/2 [00:00<00:00,  5.56it/s]\n",
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    {
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      "                   all         10         11      0.663      0.909      0.829      0.381\n"
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    {
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     "output_type": "stream",
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      "\n"
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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    {
     "name": "stdout",
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      "                   all         10         11       0.78      0.968      0.888       0.45\n"
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    },
    {
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     "output_type": "stream",
     "text": [
      "\n"
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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      "   158/1000      8.36G     0.8167     0.5366     0.9488         26        640: 100%|██████████| 2/2 [00:00<00:00,  5.10it/s]\n",
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.783      0.727      0.812      0.421\n"
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    },
    {
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     "output_type": "stream",
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      "\n"
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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      "   159/1000      8.37G     0.9104       0.55     0.9456         32        640: 100%|██████████| 2/2 [00:00<00:00,  5.57it/s]\n",
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.795      0.818      0.869      0.493\n"
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    },
    {
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     "output_type": "stream",
     "text": [
      "\n"
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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      "   160/1000      8.37G     0.8905      0.564     0.9049         38        640: 100%|██████████| 2/2 [00:00<00:00,  5.57it/s]\n",
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.974      0.818      0.929      0.472\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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      "   161/1000      8.37G     0.9285     0.5645     0.9444         27        640: 100%|██████████| 2/2 [00:00<00:00,  5.51it/s]\n",
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.981      0.909      0.909      0.462\n"
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    },
    {
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     "output_type": "stream",
     "text": [
      "\n"
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    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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      "   162/1000      8.36G     0.8521     0.5452     0.9477         38        640: 100%|██████████| 2/2 [00:00<00:00,  5.55it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.756      0.909      0.879      0.398\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
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    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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      "   163/1000      8.31G     0.9106     0.5593       0.96         30        640: 100%|██████████| 2/2 [00:00<00:00,  5.55it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.886      0.707      0.831      0.352\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
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    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
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     "output_type": "stream",
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      "   164/1000      8.44G     0.9212     0.5926     0.9547         20        640: 100%|██████████| 2/2 [00:00<00:00,  5.30it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.736      0.818       0.77       0.27\n"
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    },
    {
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     "output_type": "stream",
     "text": [
      "\n"
     ]
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    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "   165/1000      8.37G     0.8957     0.5731     0.9593         31        640: 100%|██████████| 2/2 [00:00<00:00,  5.53it/s]\n",
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.794      0.727      0.744      0.286\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
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    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
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      "   166/1000      8.37G      0.911     0.6027     0.9595         31        640: 100%|██████████| 2/2 [00:00<00:00,  5.54it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.812      0.786      0.733      0.306\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "   167/1000      8.36G      0.866     0.5478     0.9552         35        640: 100%|██████████| 2/2 [00:00<00:00,  5.41it/s]\n",
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.629      0.727      0.555      0.246\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
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    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "   168/1000      8.37G     0.9252     0.5631     0.9621         33        640: 100%|██████████| 2/2 [00:00<00:00,  5.57it/s]\n",
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11        0.9      0.818      0.795      0.361\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
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    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "   169/1000      8.36G     0.9157     0.6153     0.9962         19        640: 100%|██████████| 2/2 [00:00<00:00,  5.53it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11       0.89      0.818      0.866      0.444\n"
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    },
    {
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     "output_type": "stream",
     "text": [
      "\n"
     ]
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    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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      "   170/1000      8.37G     0.7952     0.5186     0.9254         44        640: 100%|██████████| 2/2 [00:00<00:00,  5.37it/s]\n",
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     ]
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.967      0.545      0.781      0.487\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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      "   171/1000      8.37G     0.8121     0.5621      0.936         41        640: 100%|██████████| 2/2 [00:00<00:00,  5.51it/s]\n",
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.874      0.631      0.685      0.453\n"
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    {
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     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "   172/1000      8.37G     0.8894      0.588     0.9804         36        640: 100%|██████████| 2/2 [00:00<00:00,  5.54it/s]\n",
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.629      0.636      0.619      0.401\n"
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    {
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     "output_type": "stream",
     "text": [
      "\n"
     ]
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    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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      "   173/1000      8.37G     0.9205     0.5779     0.9623         42        640: 100%|██████████| 2/2 [00:00<00:00,  5.39it/s]\n",
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.777      0.635      0.651      0.415\n"
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    },
    {
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     "output_type": "stream",
     "text": [
      "\n"
     ]
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    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
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      "   174/1000      8.36G     0.8831     0.5451     0.9356         40        640: 100%|██████████| 2/2 [00:00<00:00,  5.56it/s]\n",
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.798       0.72      0.807        0.5\n"
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      "\n"
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "   175/1000      8.37G     0.8388     0.5421     0.9211         30        640: 100%|██████████| 2/2 [00:00<00:00,  5.58it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 23.39it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.898      0.801      0.816      0.499\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
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      "   176/1000      8.31G     0.9123     0.6061     0.9973         40        640: 100%|██████████| 2/2 [00:00<00:00,  5.36it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 23.22it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11          1      0.817      0.831      0.509\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
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    },
    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
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     "name": "stderr",
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      "   177/1000      8.42G     0.8479     0.5534     0.9641         23        640: 100%|██████████| 2/2 [00:00<00:00,  5.56it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 21.65it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.977      0.818      0.824      0.473\n"
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    },
    {
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     "output_type": "stream",
     "text": [
      "\n"
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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      "   178/1000      8.37G      0.864     0.5415     0.8829         23        640: 100%|██████████| 2/2 [00:00<00:00,  5.59it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 24.25it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.889      0.818      0.872       0.45\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
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     "name": "stderr",
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      "   179/1000      8.36G     0.7857     0.5321     0.9163         40        640: 100%|██████████| 2/2 [00:00<00:00,  5.46it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 21.26it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11          1      0.803      0.863      0.442\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
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    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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      "   180/1000      8.37G     0.8351     0.5239     0.9129         43        640: 100%|██████████| 2/2 [00:00<00:00,  5.53it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 23.94it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11          1      0.806       0.86      0.445\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
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    },
    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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     "name": "stderr",
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      "   181/1000      8.42G     0.8465     0.5686     0.9275         41        640: 100%|██████████| 2/2 [00:00<00:00,  5.55it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.979      0.727      0.828      0.449\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
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    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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     "name": "stderr",
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      "   182/1000      8.37G     0.7852     0.5064     0.9385         36        640: 100%|██████████| 2/2 [00:00<00:00,  5.53it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.875      0.727      0.808      0.445\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
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    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
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     "name": "stderr",
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      "   183/1000      8.36G     0.8009     0.5134     0.9043         36        640: 100%|██████████| 2/2 [00:00<00:00,  5.59it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.751      0.727      0.796      0.455\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
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     "name": "stderr",
     "output_type": "stream",
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      "   184/1000      8.37G     0.8462     0.5296     0.9469         31        640: 100%|██████████| 2/2 [00:00<00:00,  5.49it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.706      0.909      0.841      0.463\n"
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    },
    {
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     "output_type": "stream",
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      "\n"
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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      "   185/1000      8.36G     0.8302     0.5514     0.9289         32        640: 100%|██████████| 2/2 [00:00<00:00,  5.57it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.749      0.818      0.828      0.457\n"
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    },
    {
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     "output_type": "stream",
     "text": [
      "\n"
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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      "   186/1000      8.37G     0.8264     0.5008      0.955         34        640: 100%|██████████| 2/2 [00:00<00:00,  5.56it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.815      0.803      0.769      0.427\n"
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    },
    {
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     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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      "   187/1000      8.37G     0.8498     0.5585     0.9102         28        640: 100%|██████████| 2/2 [00:00<00:00,  5.43it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.809      0.818      0.837      0.457\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
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     "name": "stderr",
     "output_type": "stream",
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      "   188/1000      8.37G     0.7618     0.4723     0.9325         25        640: 100%|██████████| 2/2 [00:00<00:00,  5.56it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 23.97it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.838      0.818      0.886      0.477\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
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     "name": "stderr",
     "output_type": "stream",
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      "   189/1000      8.37G     0.8558     0.5125     0.9221         30        640: 100%|██████████| 2/2 [00:00<00:00,  5.53it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 22.85it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.868      0.909      0.877       0.47\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
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     "name": "stderr",
     "output_type": "stream",
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      "   190/1000      8.36G     0.7756     0.5221     0.9221         28        640: 100%|██████████| 2/2 [00:00<00:00,  5.58it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.852      0.818      0.861      0.384\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
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     "output_type": "stream",
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      "   191/1000      8.36G      0.794     0.5413     0.9161         29        640: 100%|██████████| 2/2 [00:00<00:00,  5.55it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.786      0.818       0.73      0.321\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
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     "name": "stderr",
     "output_type": "stream",
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      "   192/1000      8.31G     0.7867     0.4952     0.9156         24        640: 100%|██████████| 2/2 [00:00<00:00,  5.55it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.704      0.909      0.699      0.366\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
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     "output_type": "stream",
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      "   193/1000      8.37G     0.9144     0.5702     0.9684         33        640: 100%|██████████| 2/2 [00:00<00:00,  5.44it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.729      0.818      0.725       0.43\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
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      "   194/1000      8.37G     0.8228     0.5228     0.9228         30        640: 100%|██████████| 2/2 [00:00<00:00,  5.58it/s]\n",
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.767      0.818      0.768      0.455\n"
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    },
    {
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     "output_type": "stream",
     "text": [
      "\n"
     ]
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    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "   195/1000      8.37G     0.8361     0.5044     0.9028         28        640: 100%|██████████| 2/2 [00:00<00:00,  5.53it/s]\n",
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.768      0.909      0.843       0.49\n"
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    },
    {
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     "output_type": "stream",
     "text": [
      "\n"
     ]
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    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "   196/1000      8.36G     0.7842     0.4939     0.9038         30        640: 100%|██████████| 2/2 [00:00<00:00,  5.39it/s]\n",
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.826      0.818      0.857      0.443\n"
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    {
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     "output_type": "stream",
     "text": [
      "\n"
     ]
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    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "   197/1000      8.31G     0.7474     0.4608     0.8789         31        640: 100%|██████████| 2/2 [00:00<00:00,  5.57it/s]\n",
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    {
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     "output_type": "stream",
     "text": [
      "                   all         10         11       0.88      0.909        0.9       0.46\n"
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      "\n"
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11          1      0.879      0.908      0.475\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   199/1000      8.36G      0.826     0.5336     0.9115         28        640: 100%|██████████| 2/2 [00:00<00:00,  5.41it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 23.19it/s]"
     ]
    },
    {
     "name": "stdout",
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     "text": [
      "                   all         10         11      0.981      0.909      0.908      0.493\n"
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    },
    {
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     "output_type": "stream",
     "text": [
      "\n"
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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     "name": "stderr",
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      "   200/1000      8.42G     0.8142     0.5108     0.9289         29        640: 100%|██████████| 2/2 [00:00<00:00,  5.56it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 21.71it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.988      0.909      0.908      0.447\n"
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    },
    {
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     "output_type": "stream",
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      "\n"
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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      "   201/1000      8.36G     0.8215     0.5348     0.9069         30        640: 100%|██████████| 2/2 [00:00<00:00,  5.55it/s]\n",
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.885      0.909      0.851      0.426\n"
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    },
    {
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     "output_type": "stream",
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      "\n"
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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      "   202/1000      8.31G     0.7728     0.5369     0.9089         30        640: 100%|██████████| 2/2 [00:00<00:00,  5.49it/s]\n",
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    },
    {
     "name": "stdout",
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     "text": [
      "                   all         10         11      0.909      0.903      0.835      0.444\n"
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    },
    {
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     "output_type": "stream",
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      "\n"
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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      "   203/1000      8.36G     0.7587      0.511     0.9083         26        640: 100%|██████████| 2/2 [00:00<00:00,  5.56it/s]\n",
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     "text": [
      "                   all         10         11      0.823      0.909      0.823      0.411\n"
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    },
    {
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     "output_type": "stream",
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      "\n"
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    {
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      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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    {
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     "text": [
      "                   all         10         11      0.824      0.909      0.813      0.462\n"
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      "\n"
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    {
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      "                   all         10         11      0.867      0.909      0.867      0.515\n"
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    {
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      "\n"
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11       0.89      0.909       0.88      0.512\n"
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    },
    {
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     "output_type": "stream",
     "text": [
      "\n"
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    {
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      "                   all         10         11      0.875      0.909      0.897      0.451\n"
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    {
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     "output_type": "stream",
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      "\n"
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    {
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      "                   all         10         11      0.887      0.909      0.918      0.471\n"
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    {
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     "output_type": "stream",
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      "\n"
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "   209/1000      8.37G      0.788      0.509      0.912         38        640: 100%|██████████| 2/2 [00:00<00:00,  5.53it/s]\n",
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.889      0.909      0.921      0.449\n"
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    {
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     "output_type": "stream",
     "text": [
      "\n"
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "   210/1000      8.36G     0.7111     0.5083     0.9378         36        640: 100%|██████████| 2/2 [00:00<00:00,  5.55it/s]\n",
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.905      0.909      0.926      0.439\n"
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    },
    {
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     "output_type": "stream",
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      "\n"
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "   211/1000      8.37G     0.7184     0.4586     0.8773         41        640: 100%|██████████| 2/2 [00:00<00:00,  5.44it/s]\n",
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.829      0.909      0.901      0.409\n"
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    {
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     "output_type": "stream",
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      "\n"
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    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "   212/1000      8.37G     0.7488     0.4751     0.8991         42        640: 100%|██████████| 2/2 [00:00<00:00,  5.51it/s]\n",
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.822      0.909      0.864      0.418\n"
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    },
    {
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     "output_type": "stream",
     "text": [
      "\n"
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
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     "name": "stderr",
     "output_type": "stream",
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      "   213/1000      8.37G     0.8521     0.5439     0.9333         30        640: 100%|██████████| 2/2 [00:00<00:00,  5.57it/s]\n",
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.906      0.881      0.902      0.481\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
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    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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      "   214/1000      8.37G     0.7419     0.4872     0.8917         38        640: 100%|██████████| 2/2 [00:00<00:00,  5.40it/s]\n",
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.756      0.909      0.913      0.498\n"
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    },
    {
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     "output_type": "stream",
     "text": [
      "\n"
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "   215/1000      8.36G     0.7921     0.5053     0.9167         37        640: 100%|██████████| 2/2 [00:00<00:00,  5.54it/s]\n",
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.685      0.909      0.817      0.453\n"
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    },
    {
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     "output_type": "stream",
     "text": [
      "\n"
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    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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      "   216/1000      8.36G     0.7482      0.483      0.894         32        640: 100%|██████████| 2/2 [00:00<00:00,  5.55it/s]\n",
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.707      0.909      0.732      0.383\n"
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    {
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     "output_type": "stream",
     "text": [
      "\n"
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    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "   217/1000      8.36G     0.7125      0.486     0.8719         25        640: 100%|██████████| 2/2 [00:00<00:00,  5.23it/s]\n",
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.719      0.909      0.826      0.397\n"
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    {
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     "output_type": "stream",
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      "\n"
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    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "   218/1000      8.37G     0.7931     0.5136     0.9165         30        640: 100%|██████████| 2/2 [00:00<00:00,  5.56it/s]\n",
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    {
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     "output_type": "stream",
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      "                   all         10         11      0.755      0.909      0.856      0.404\n"
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     "output_type": "stream",
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      "\n"
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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     "output_type": "stream",
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      "                   all         10         11       0.81      0.909      0.869      0.439\n"
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     "output_type": "stream",
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      "\n"
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "   220/1000      8.37G     0.6403     0.4493      0.876         28        640: 100%|██████████| 2/2 [00:00<00:00,  5.33it/s]\n",
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.818      0.909      0.841      0.398\n"
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      "\n"
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      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
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      "   222/1000      8.31G     0.8143     0.5047     0.8942         48        640: 100%|██████████| 2/2 [00:00<00:00,  5.56it/s]\n",
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    },
    {
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      "                   all         10         11        0.8      0.909      0.821      0.425\n"
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    },
    {
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      "\n"
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    {
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      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "                   all         10         11      0.825      0.909      0.839      0.442\n"
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      "\n"
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      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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      "   224/1000      8.37G     0.8316     0.5516     0.9539         31        640: 100%|██████████| 2/2 [00:00<00:00,  5.58it/s]\n",
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      "                   all         10         11      0.817      0.909      0.832      0.471\n"
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      "\n"
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      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "                   all         10         11      0.764      0.909      0.769      0.467\n"
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      "\n"
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      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "\n"
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      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "                   all         10         11      0.751      0.909      0.849      0.477\n"
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      "\n"
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      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "                   all         10         11      0.928      0.727      0.805        0.5\n"
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      "\n"
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      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "                   all         10         11      0.896      0.909      0.899      0.508\n"
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     "output_type": "stream",
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      "\n"
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "   230/1000      8.36G     0.7454     0.4751     0.9281         27        640: 100%|██████████| 2/2 [00:00<00:00,  5.57it/s]\n",
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      "                   all         10         11      0.902      0.909      0.905      0.522\n"
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      "\n"
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "   231/1000      8.36G     0.7536     0.4794     0.9011         33        640: 100%|██████████| 2/2 [00:00<00:00,  5.50it/s]\n",
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      "                   all         10         11      0.904      0.909       0.89      0.524\n"
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      "\n"
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "   232/1000      8.42G     0.6751     0.4584     0.8991         26        640: 100%|██████████| 2/2 [00:00<00:00,  5.42it/s]\n",
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      "                   all         10         11      0.909      0.906      0.883      0.536\n"
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      "\n"
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    {
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      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "   233/1000      8.37G     0.7466     0.4888     0.8914         36        640: 100%|██████████| 2/2 [00:00<00:00,  5.57it/s]\n",
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    {
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     "output_type": "stream",
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      "                   all         10         11      0.908      0.894       0.89      0.534\n"
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "   234/1000      8.31G     0.7257     0.4707     0.8773         36        640: 100%|██████████| 2/2 [00:00<00:00,  5.54it/s]\n",
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    {
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      "                   all         10         11      0.862      0.909       0.88      0.518\n"
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     "output_type": "stream",
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      "\n"
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "   235/1000      8.37G     0.7197     0.4736      0.893         28        640: 100%|██████████| 2/2 [00:00<00:00,  5.41it/s]\n",
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      "                   all         10         11      0.774      0.909      0.879      0.523\n"
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "   236/1000      8.37G     0.6871      0.478     0.8977         32        640: 100%|██████████| 2/2 [00:00<00:00,  5.56it/s]\n",
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     "output_type": "stream",
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      "                   all         10         11      0.829      0.909      0.868      0.458\n"
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     "output_type": "stream",
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      "\n"
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "   237/1000      8.31G     0.7204     0.4761     0.9026         37        640: 100%|██████████| 2/2 [00:00<00:00,  5.52it/s]\n",
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     "output_type": "stream",
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      "                   all         10         11      0.902      0.909      0.905       0.47\n"
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     "output_type": "stream",
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      "\n"
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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     "output_type": "stream",
     "text": [
      "                   all         10         11      0.994      0.818      0.898      0.471\n"
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      "\n"
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "   239/1000      8.42G     0.7969     0.4984     0.9125         28        640: 100%|██████████| 2/2 [00:00<00:00,  5.58it/s]\n",
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.892      0.818      0.871      0.498\n"
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     "output_type": "stream",
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      "\n"
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11       0.83      0.891       0.88      0.498\n"
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     "output_type": "stream",
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      "\n"
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "                   all         10         11      0.975      0.818      0.894      0.486\n"
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      "\n"
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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     "output_type": "stream",
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      "                   all         10         11      0.831      0.892      0.886      0.455\n"
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      "\n"
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "                   all         10         11      0.898      0.909      0.899      0.466\n"
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      "\n"
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "                   all         10         11        0.9      0.909      0.902      0.452\n"
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      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 24.01it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.827      0.909      0.886      0.434\n"
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    },
    {
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     "output_type": "stream",
     "text": [
      "\n"
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    },
    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
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      "   246/1000      8.31G     0.7143     0.4799     0.9113         40        640: 100%|██████████| 2/2 [00:00<00:00,  5.46it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 24.57it/s]"
     ]
    },
    {
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      "                   all         10         11      0.892      0.909       0.92      0.454\n"
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    },
    {
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     "output_type": "stream",
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      "\n"
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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      "   247/1000      8.36G     0.6827     0.4461     0.8878         35        640: 100%|██████████| 2/2 [00:00<00:00,  5.58it/s]\n",
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    },
    {
     "name": "stdout",
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      "                   all         10         11      0.807      0.909      0.881      0.437\n"
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    {
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      "\n"
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "   248/1000      8.37G     0.7329     0.4439     0.9077         32        640: 100%|██████████| 2/2 [00:00<00:00,  5.56it/s]\n",
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    {
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      "                   all         10         11      0.765      0.909      0.881      0.479\n"
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      "\n"
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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      "   249/1000      8.37G     0.7173     0.4563     0.9098         43        640: 100%|██████████| 2/2 [00:00<00:00,  5.42it/s]\n",
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    },
    {
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      "                   all         10         11      0.714      0.909      0.881      0.494\n"
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    },
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      "\n"
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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      "   250/1000      8.44G     0.6643     0.4419     0.8927         36        640: 100%|██████████| 2/2 [00:00<00:00,  5.53it/s]\n",
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    },
    {
     "name": "stdout",
     "output_type": "stream",
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      "                   all         10         11      0.712      0.818      0.723      0.444\n"
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    },
    {
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      "\n"
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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      "   251/1000      8.36G     0.7226     0.4592     0.8607         32        640: 100%|██████████| 2/2 [00:00<00:00,  5.57it/s]\n",
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    {
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      "                   all         10         11      0.759      0.909      0.837      0.448\n"
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    {
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      "\n"
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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      "   252/1000      8.36G     0.6686     0.4461     0.8899         36        640: 100%|██████████| 2/2 [00:00<00:00,  5.42it/s]\n",
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    },
    {
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     "text": [
      "                   all         10         11      0.815      0.818      0.763      0.461\n"
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    {
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      "\n"
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "   253/1000      8.37G     0.6854     0.4533     0.9085         32        640: 100%|██████████| 2/2 [00:00<00:00,  5.55it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.979      0.909      0.911       0.48\n"
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    },
    {
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     "output_type": "stream",
     "text": [
      "\n"
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "   254/1000      8.37G     0.6769      0.456     0.8653         33        640: 100%|██████████| 2/2 [00:00<00:00,  5.52it/s]\n",
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11       0.97      0.909      0.933      0.504\n"
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    },
    {
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     "output_type": "stream",
     "text": [
      "\n"
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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      "   255/1000      8.31G     0.6623     0.4305     0.8694         28        640: 100%|██████████| 2/2 [00:00<00:00,  5.40it/s]\n",
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.988      0.909      0.929      0.513\n"
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    },
    {
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     "output_type": "stream",
     "text": [
      "\n"
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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     "output_type": "stream",
     "text": [
      "   256/1000      8.31G     0.6666     0.4611     0.9048         35        640: 100%|██████████| 2/2 [00:00<00:00,  5.48it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 23.42it/s]"
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.956      0.909      0.921      0.505\n"
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    },
    {
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     "output_type": "stream",
     "text": [
      "\n"
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    },
    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
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     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   257/1000      8.36G     0.7469     0.4834     0.8989         38        640: 100%|██████████| 2/2 [00:00<00:00,  5.57it/s]\n",
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11       0.75      0.909      0.847      0.469\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
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    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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      "   258/1000      8.42G      0.679     0.4474     0.8444         37        640: 100%|██████████| 2/2 [00:00<00:00,  5.29it/s]\n",
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.738      0.818      0.803      0.469\n"
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    },
    {
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     "output_type": "stream",
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      "\n"
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
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     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   259/1000      8.37G     0.6746     0.4393     0.8765         31        640: 100%|██████████| 2/2 [00:00<00:00,  5.53it/s]\n",
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.709      0.727      0.812       0.44\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "   260/1000      8.36G     0.6669     0.4247     0.8749         28        640: 100%|██████████| 2/2 [00:00<00:00,  5.47it/s]\n",
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.746      0.818      0.737      0.397\n"
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    {
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     "output_type": "stream",
     "text": [
      "\n"
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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     "output_type": "stream",
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      "   261/1000      8.37G     0.7343      0.471      0.897         30        640: 100%|██████████| 2/2 [00:00<00:00,  5.36it/s]\n",
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.745      0.818      0.697      0.372\n"
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    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
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    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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      "   262/1000      8.37G     0.7101     0.4744     0.9071         28        640: 100%|██████████| 2/2 [00:00<00:00,  5.52it/s]\n",
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.687      0.818      0.638      0.385\n"
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    {
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     "output_type": "stream",
     "text": [
      "\n"
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    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "   263/1000      8.36G      0.727     0.4383     0.8803         41        640: 100%|██████████| 2/2 [00:00<00:00,  5.56it/s]\n",
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.687      0.818      0.745      0.402\n"
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     "output_type": "stream",
     "text": [
      "\n"
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    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "   264/1000      8.36G     0.7134     0.4453     0.9257         29        640: 100%|██████████| 2/2 [00:00<00:00,  5.40it/s]\n",
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.735      0.818      0.786      0.452\n"
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     "output_type": "stream",
     "text": [
      "\n"
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    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "   265/1000      8.37G     0.7015     0.4606     0.8986         39        640: 100%|██████████| 2/2 [00:00<00:00,  5.50it/s]\n",
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11       0.74      0.818      0.758      0.391\n"
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     "output_type": "stream",
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      "\n"
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "   266/1000      8.37G     0.7163     0.4471     0.8924         27        640: 100%|██████████| 2/2 [00:00<00:00,  5.54it/s]\n",
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     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.777      0.818      0.826      0.382\n"
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      "\n"
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "   267/1000      8.36G     0.6834     0.4525     0.8479         39        640: 100%|██████████| 2/2 [00:00<00:00,  5.45it/s]\n",
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     "text": [
      "                   all         10         11      0.853      0.818      0.866      0.448\n"
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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     "output_type": "stream",
     "text": [
      "                   all         10         11      0.874      0.818      0.846      0.453\n"
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    },
    {
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     "output_type": "stream",
     "text": [
      "\n"
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
    {
     "name": "stderr",
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      "   269/1000      8.36G     0.7437     0.4873     0.9155         30        640: 100%|██████████| 2/2 [00:00<00:00,  5.52it/s]\n",
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    {
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      "                   all         10         11      0.802      0.818      0.808      0.407\n"
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      "\n"
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      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "                   all         10         11      0.808      0.818      0.727      0.349\n"
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      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "                   all         10         11      0.743      0.818      0.732      0.365\n"
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      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "                   all         10         11      0.766      0.909      0.788      0.398\n"
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      "\n"
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      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "                   all         10         11      0.757      0.909       0.83      0.379\n"
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      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "                   all         10         11       0.79      0.818      0.806      0.341\n"
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      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "                   all         10         11      0.801      0.818       0.81      0.346\n"
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      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "                   all         10         11       0.74      0.818      0.749       0.39\n"
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      "\n"
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      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "                   all         10         11      0.714      0.818      0.739       0.41\n"
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      "\n"
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      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "\n"
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      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    {
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      "                   all         10         11      0.746      0.818      0.677      0.434\n"
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      "\n"
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      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    {
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      "                   all         10         11      0.743      0.818      0.692      0.443\n"
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      "\n"
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "   281/1000      8.37G     0.7086     0.4523     0.9022         27        640: 100%|██████████| 2/2 [00:00<00:00,  5.53it/s]\n",
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    {
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     "output_type": "stream",
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      "                   all         10         11      0.802      0.818      0.755      0.476\n"
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     "output_type": "stream",
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      "\n"
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    {
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     "output_type": "stream",
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      "                   all         10         11        0.9      0.818      0.853       0.49\n"
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     "output_type": "stream",
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      "\n"
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    {
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     "output_type": "stream",
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      "                   all         10         11      0.891      0.818      0.862      0.496\n"
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    {
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     "output_type": "stream",
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      "\n"
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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     "output_type": "stream",
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      "                   all         10         11       0.89      0.818      0.801      0.438\n"
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      "\n"
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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     "output_type": "stream",
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      "                   all         10         11        0.9      0.818       0.85      0.407\n"
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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     "output_type": "stream",
     "text": [
      "                   all         10         11      0.898      0.804      0.841       0.44\n"
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     "output_type": "stream",
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      "\n"
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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     "output_type": "stream",
     "text": [
      "                   all         10         11      0.973      0.727      0.857      0.467\n"
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      "\n"
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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     "output_type": "stream",
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      "                   all         10         11      0.742      0.818      0.802      0.452\n"
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      "\n"
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      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "                   all         10         11      0.739      0.818      0.775      0.405\n"
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      "\n"
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "                   all         10         11      0.689      0.806      0.748      0.407\n"
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      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "                   all         10         11        0.7      0.727      0.711      0.394\n"
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     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
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      "   292/1000      8.42G     0.7018      0.454     0.8648         29        640: 100%|██████████| 2/2 [00:00<00:00,  5.53it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 24.59it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.744      0.818      0.729      0.412\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
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      "\n"
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
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     "name": "stderr",
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      "   293/1000      8.37G     0.6759     0.4576     0.8807         37        640: 100%|██████████| 2/2 [00:00<00:00,  5.55it/s]\n",
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.789      0.818      0.805      0.423\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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     "name": "stderr",
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      "   294/1000      8.36G     0.6946     0.4772     0.8718         40        640: 100%|██████████| 2/2 [00:00<00:00,  5.46it/s]\n",
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    {
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     "output_type": "stream",
     "text": [
      "                   all         10         11      0.708      0.818      0.778      0.403\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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     "name": "stderr",
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      "   295/1000      8.36G     0.7127     0.4511     0.8771         29        640: 100%|██████████| 2/2 [00:00<00:00,  5.56it/s]\n",
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      "                   all         10         11      0.762      0.909      0.793      0.416\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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      "   296/1000      8.37G     0.6841      0.448      0.879         39        640: 100%|██████████| 2/2 [00:00<00:00,  5.56it/s]\n",
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     "output_type": "stream",
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      "                   all         10         11      0.759      0.909       0.77      0.396\n"
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    },
    {
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     "output_type": "stream",
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      "\n"
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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      "   297/1000      8.37G      0.693     0.4566     0.9185         28        640: 100%|██████████| 2/2 [00:00<00:00,  5.37it/s]\n",
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.831      0.896      0.822       0.45\n"
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    },
    {
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     "output_type": "stream",
     "text": [
      "\n"
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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     "name": "stderr",
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      "   298/1000      8.36G     0.6458     0.4249      0.881         30        640: 100%|██████████| 2/2 [00:00<00:00,  5.54it/s]\n",
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.767        0.9      0.817      0.445\n"
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    },
    {
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     "output_type": "stream",
     "text": [
      "\n"
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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      "   299/1000      8.37G     0.6746     0.4616      0.878         28        640: 100%|██████████| 2/2 [00:00<00:00,  5.55it/s]\n",
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    {
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     "output_type": "stream",
     "text": [
      "                   all         10         11      0.729      0.818      0.764      0.416\n"
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    },
    {
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     "output_type": "stream",
     "text": [
      "\n"
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
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     "name": "stderr",
     "output_type": "stream",
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      "   300/1000      8.36G     0.7429     0.4801     0.9141         29        640: 100%|██████████| 2/2 [00:00<00:00,  5.27it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.748       0.81      0.681      0.443\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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      "   301/1000      8.36G     0.6493      0.429     0.8943         34        640: 100%|██████████| 2/2 [00:00<00:00,  5.55it/s]\n",
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    {
     "name": "stdout",
     "output_type": "stream",
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      "                   all         10         11      0.755      0.909       0.86      0.511\n"
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    },
    {
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     "output_type": "stream",
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      "\n"
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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      "   302/1000      8.31G     0.6661     0.4858     0.9023         29        640: 100%|██████████| 2/2 [00:00<00:00,  5.57it/s]\n",
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.739      0.909      0.861      0.499\n"
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    },
    {
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     "output_type": "stream",
     "text": [
      "\n"
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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      "   303/1000      8.31G     0.6937     0.4479     0.8717         36        640: 100%|██████████| 2/2 [00:00<00:00,  5.34it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.708      0.909      0.831      0.508\n"
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    },
    {
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     "output_type": "stream",
     "text": [
      "\n"
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    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "   304/1000      8.37G     0.6731     0.4354     0.8716         40        640: 100%|██████████| 2/2 [00:00<00:00,  5.54it/s]\n",
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.709      0.886       0.73      0.416\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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      "   305/1000      8.31G     0.6841     0.4463     0.8559         46        640: 100%|██████████| 2/2 [00:00<00:00,  5.56it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11       0.69      0.811      0.728      0.401\n"
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    },
    {
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     "output_type": "stream",
     "text": [
      "\n"
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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      "   306/1000      8.37G     0.6713     0.4443     0.8887         34        640: 100%|██████████| 2/2 [00:00<00:00,  5.37it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.745      0.796      0.732      0.459\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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      "   307/1000      8.37G     0.6113     0.4091     0.8765         28        640: 100%|██████████| 2/2 [00:00<00:00,  5.43it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11       0.88      0.727      0.766      0.459\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
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    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "   308/1000      8.37G     0.6556     0.4795     0.8651         21        640: 100%|██████████| 2/2 [00:00<00:00,  5.46it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.887      0.727      0.819      0.482\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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      "   309/1000      8.31G     0.6831     0.4792     0.8995         24        640: 100%|██████████| 2/2 [00:00<00:00,  5.38it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11       0.81      0.818      0.826      0.493\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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      "   310/1000      8.37G      0.659     0.4492     0.8718         29        640: 100%|██████████| 2/2 [00:00<00:00,  5.56it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.831      0.893      0.837      0.503\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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      "   311/1000      8.37G     0.6163     0.4123     0.8705         39        640: 100%|██████████| 2/2 [00:00<00:00,  5.57it/s]\n",
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.816      0.818      0.824      0.496\n"
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    {
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     "output_type": "stream",
     "text": [
      "\n"
     ]
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    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "   312/1000      8.37G     0.6376     0.4493     0.8704         37        640: 100%|██████████| 2/2 [00:00<00:00,  5.46it/s]\n",
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.816      0.809       0.84      0.506\n"
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    {
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     "output_type": "stream",
     "text": [
      "\n"
     ]
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    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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      "   313/1000      8.37G     0.6796     0.4701     0.8772         34        640: 100%|██████████| 2/2 [00:00<00:00,  5.48it/s]\n",
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.828      0.878       0.86      0.505\n"
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      "\n"
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "   314/1000      8.36G     0.6406     0.4424     0.8847         37        640: 100%|██████████| 2/2 [00:00<00:00,  5.52it/s]\n",
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.828      0.879      0.856      0.504\n"
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     "output_type": "stream",
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      "\n"
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      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "   315/1000      8.37G      0.712      0.425     0.8904         43        640: 100%|██████████| 2/2 [00:00<00:00,  5.32it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 23.37it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11       0.88      0.727      0.891      0.524\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
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      "   316/1000      8.37G     0.6245     0.4118     0.8419         33        640: 100%|██████████| 2/2 [00:00<00:00,  5.53it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 23.41it/s]"
     ]
    },
    {
     "name": "stdout",
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     "text": [
      "                   all         10         11      0.847      0.727      0.853      0.505\n"
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    },
    {
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     "output_type": "stream",
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      "\n"
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
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      "   317/1000      8.36G     0.6961      0.454     0.8855         30        640: 100%|██████████| 2/2 [00:00<00:00,  5.55it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 23.89it/s]"
     ]
    },
    {
     "name": "stdout",
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     "text": [
      "                   all         10         11      0.737      0.727      0.822        0.5\n"
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    },
    {
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     "output_type": "stream",
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      "\n"
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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      "   318/1000      8.37G     0.6721     0.4435     0.8978         37        640: 100%|██████████| 2/2 [00:00<00:00,  5.39it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.965      0.727       0.82      0.481\n"
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    },
    {
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      "\n"
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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      "   319/1000      8.37G     0.6339     0.4402     0.8779         26        640: 100%|██████████| 2/2 [00:00<00:00,  5.53it/s]\n",
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    {
     "name": "stdout",
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     "text": [
      "                   all         10         11      0.946      0.727       0.81      0.478\n"
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    },
    {
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     "output_type": "stream",
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      "\n"
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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     "name": "stderr",
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      "   320/1000      8.37G     0.6635     0.4372     0.8738         34        640: 100%|██████████| 2/2 [00:00<00:00,  5.52it/s]\n",
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     ]
    },
    {
     "name": "stdout",
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      "                   all         10         11      0.938      0.727      0.821       0.51\n"
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    },
    {
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     "output_type": "stream",
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      "\n"
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
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     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   321/1000      8.36G       0.67       0.42     0.8689         50        640: 100%|██████████| 2/2 [00:00<00:00,  5.52it/s]\n",
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    },
    {
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     "output_type": "stream",
     "text": [
      "                   all         10         11       0.87      0.727      0.796       0.52\n"
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    },
    {
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     "output_type": "stream",
     "text": [
      "\n"
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    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
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     "name": "stderr",
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      "   322/1000      8.36G     0.6873     0.4074       0.91         25        640: 100%|██████████| 2/2 [00:00<00:00,  5.53it/s]\n",
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.898      0.727      0.845       0.47\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
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     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   323/1000      8.43G     0.6929     0.4623     0.9058         36        640: 100%|██████████| 2/2 [00:00<00:00,  5.52it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.939      0.727      0.859      0.486\n"
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    },
    {
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     "output_type": "stream",
     "text": [
      "\n"
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    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
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     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   324/1000      8.36G     0.6925     0.4494     0.9159         39        640: 100%|██████████| 2/2 [00:00<00:00,  5.36it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 24.55it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.831      0.895        0.9       0.51\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
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     "name": "stderr",
     "output_type": "stream",
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      "   325/1000      8.36G     0.6118     0.4194     0.8321         26        640: 100%|██████████| 2/2 [00:00<00:00,  5.53it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.908      0.894      0.932      0.524\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
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    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
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     "output_type": "stream",
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      "   326/1000      8.37G     0.6675     0.4281     0.8516         27        640: 100%|██████████| 2/2 [00:00<00:00,  5.53it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 23.94it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.954      0.818      0.906      0.528\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
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     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   327/1000      8.36G     0.5948     0.4082     0.8638         34        640: 100%|██████████| 2/2 [00:00<00:00,  5.34it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 24.21it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11       0.95      0.818      0.897      0.506\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
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     "name": "stderr",
     "output_type": "stream",
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      "   328/1000      8.37G     0.6539     0.4471      0.847         23        640: 100%|██████████| 2/2 [00:00<00:00,  5.56it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.894      0.818      0.926      0.514\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
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     "name": "stderr",
     "output_type": "stream",
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      "   329/1000      8.37G     0.6507     0.4295     0.8572         37        640: 100%|██████████| 2/2 [00:00<00:00,  5.51it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.962      0.818       0.92      0.486\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
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     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   330/1000      8.37G      0.683     0.4285     0.8802         41        640: 100%|██████████| 2/2 [00:00<00:00,  5.51it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.987      0.818      0.919        0.5\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
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     "name": "stderr",
     "output_type": "stream",
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      "   331/1000      8.37G     0.6467     0.4374     0.8999         32        640: 100%|██████████| 2/2 [00:00<00:00,  5.58it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.994      0.818      0.869      0.534\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
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      "   332/1000      8.37G     0.6494     0.3998     0.8712         35        640: 100%|██████████| 2/2 [00:00<00:00,  5.48it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11          1      0.813      0.839      0.563\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
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     "output_type": "stream",
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      "   333/1000      8.37G     0.5951     0.3887     0.8519         29        640: 100%|██████████| 2/2 [00:00<00:00,  5.30it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.988      0.727      0.829      0.549\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
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      "   334/1000      8.36G     0.6134     0.3919     0.8804         33        640: 100%|██████████| 2/2 [00:00<00:00,  5.51it/s]\n",
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     ]
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.897      0.794      0.835      0.536\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
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     "output_type": "stream",
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      "   335/1000      8.37G       0.66     0.4237     0.8465         38        640: 100%|██████████| 2/2 [00:00<00:00,  5.47it/s]\n",
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     ]
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.995      0.727      0.831      0.541\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
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    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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      "   336/1000      8.42G     0.6354     0.4255     0.8473         32        640: 100%|██████████| 2/2 [00:00<00:00,  5.49it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11          1      0.806      0.842      0.512\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "   337/1000      8.37G     0.6297     0.4019     0.8818         42        640: 100%|██████████| 2/2 [00:00<00:00,  5.52it/s]\n",
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11          1      0.715      0.835      0.532\n"
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     "output_type": "stream",
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      "\n"
     ]
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    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
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      "   338/1000      8.36G     0.6464     0.4137     0.8509         25        640: 100%|██████████| 2/2 [00:00<00:00,  5.55it/s]\n",
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    {
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     "output_type": "stream",
     "text": [
      "                   all         10         11          1      0.716       0.81       0.49\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
    {
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      "   339/1000      8.31G     0.6425     0.3958     0.8863         40        640: 100%|██████████| 2/2 [00:00<00:00,  5.33it/s]\n",
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     ]
    },
    {
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      "                   all         10         11       0.74      0.727      0.747       0.44\n"
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    },
    {
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      "\n"
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    {
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      "                   all         10         11       0.66      0.727      0.723      0.414\n"
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    {
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      "\n"
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      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "                   all         10         11      0.664      0.727       0.72      0.405\n"
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      "\n"
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    {
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      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "                   all         10         11      0.618      0.727      0.689      0.407\n"
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      "\n"
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      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "                   all         10         11      0.737      0.727      0.697      0.412\n"
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      "\n"
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "                   all         10         11       0.75      0.818      0.767      0.463\n"
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      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "                   all         10         11      0.876      0.818      0.812      0.529\n"
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      "\n"
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      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.973      0.818      0.849      0.525\n"
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      "\n"
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "   347/1000      8.36G     0.6224      0.385     0.8661         25        640: 100%|██████████| 2/2 [00:00<00:00,  5.53it/s]\n",
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      "                   all         10         11      0.982      0.818      0.846       0.53\n"
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      "\n"
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "                   all         10         11      0.976      0.818       0.84      0.496\n"
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      "\n"
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "   349/1000      8.36G     0.6355     0.3997      0.856         34        640: 100%|██████████| 2/2 [00:00<00:00,  5.53it/s]\n",
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    {
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      "                   all         10         11      0.982      0.818      0.841      0.512\n"
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      "\n"
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "   350/1000      8.37G     0.6893     0.4375     0.9012         38        640: 100%|██████████| 2/2 [00:00<00:00,  5.57it/s]\n",
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    {
     "name": "stdout",
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      "                   all         10         11      0.968      0.818      0.841       0.54\n"
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      "\n"
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "   351/1000      8.36G     0.6623     0.4273     0.9015         36        640: 100%|██████████| 2/2 [00:00<00:00,  5.37it/s]\n",
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.961      0.818      0.841      0.539\n"
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     "output_type": "stream",
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      "\n"
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "   352/1000      8.37G     0.5848     0.3836     0.8534         27        640: 100%|██████████| 2/2 [00:00<00:00,  5.57it/s]\n",
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.899      0.818      0.844       0.51\n"
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     "output_type": "stream",
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      "\n"
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "   353/1000      8.37G     0.6281     0.4021     0.8699         29        640: 100%|██████████| 2/2 [00:00<00:00,  5.52it/s]\n",
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.889      0.818      0.832      0.456\n"
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    {
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     "output_type": "stream",
     "text": [
      "\n"
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "   354/1000      8.36G     0.6398     0.4101     0.8655         32        640: 100%|██████████| 2/2 [00:00<00:00,  5.38it/s]\n",
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.897      0.796      0.831       0.46\n"
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    {
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     "output_type": "stream",
     "text": [
      "\n"
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "   355/1000      8.36G     0.6427     0.4211     0.8529         35        640: 100%|██████████| 2/2 [00:00<00:00,  5.56it/s]\n",
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.885      0.818      0.832      0.456\n"
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     "output_type": "stream",
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      "\n"
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "   356/1000      8.42G     0.6335     0.4213     0.8648         28        640: 100%|██████████| 2/2 [00:00<00:00,  5.54it/s]\n",
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.931      0.818      0.844      0.475\n"
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    {
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     "output_type": "stream",
     "text": [
      "\n"
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "   357/1000      8.37G     0.6135     0.4192     0.8717         29        640: 100%|██████████| 2/2 [00:00<00:00,  5.37it/s]\n",
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.979      0.818      0.885      0.499\n"
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    {
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     "output_type": "stream",
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      "\n"
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "   358/1000      8.36G     0.6361     0.4411     0.8825         35        640: 100%|██████████| 2/2 [00:00<00:00,  5.56it/s]\n",
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    {
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     "output_type": "stream",
     "text": [
      "                   all         10         11      0.987      0.818      0.894      0.492\n"
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     "output_type": "stream",
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      "\n"
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "   359/1000      8.37G     0.6907     0.4498     0.8856         30        640: 100%|██████████| 2/2 [00:00<00:00,  5.54it/s]\n",
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    {
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     "output_type": "stream",
     "text": [
      "                   all         10         11      0.994      0.909      0.914        0.5\n"
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      "\n"
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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     "output_type": "stream",
     "text": [
      "                   all         10         11      0.985      0.909       0.91      0.512\n"
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      "\n"
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "                   all         10         11      0.972      0.909      0.908      0.485\n"
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     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
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      "   362/1000      8.36G      0.698     0.4464     0.8778         22        640: 100%|██████████| 2/2 [00:00<00:00,  5.55it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 23.70it/s]"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "                   all         10         11          1      0.811      0.821      0.479\n"
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    },
    {
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     "output_type": "stream",
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      "\n"
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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      "   363/1000      8.37G     0.6438     0.4352     0.8734         34        640: 100%|██████████| 2/2 [00:00<00:00,  5.42it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.991      0.818      0.888      0.531\n"
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    },
    {
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     "output_type": "stream",
     "text": [
      "\n"
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    },
    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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      "   364/1000      8.37G     0.7172     0.4489     0.8862         44        640: 100%|██████████| 2/2 [00:00<00:00,  5.51it/s]\n",
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    },
    {
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      "                   all         10         11      0.991      0.818      0.884      0.517\n"
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    },
    {
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      "\n"
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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      "   365/1000      8.37G     0.6153     0.4142     0.8797         23        640: 100%|██████████| 2/2 [00:00<00:00,  5.52it/s]\n",
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.985      0.818      0.827      0.531\n"
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    },
    {
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      "\n"
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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      "   366/1000      8.36G     0.6277     0.4008     0.8718         35        640: 100%|██████████| 2/2 [00:00<00:00,  5.33it/s]\n",
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      "                   all         10         11      0.961      0.818      0.831      0.526\n"
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    },
    {
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     "text": [
      "\n"
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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      "   367/1000      8.37G      0.667     0.4201     0.8989         23        640: 100%|██████████| 2/2 [00:00<00:00,  5.52it/s]\n",
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    {
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      "                   all         10         11      0.972      0.818      0.833      0.539\n"
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    },
    {
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     "text": [
      "\n"
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "   368/1000      8.37G     0.6178     0.4277     0.8705         26        640: 100%|██████████| 2/2 [00:00<00:00,  5.50it/s]\n",
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.924      0.818      0.836       0.54\n"
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    },
    {
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     "output_type": "stream",
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      "\n"
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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      "   369/1000      8.43G     0.6041      0.402     0.8857         25        640: 100%|██████████| 2/2 [00:00<00:00,  5.38it/s]\n",
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.859      0.818       0.78      0.502\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
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     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   370/1000      8.36G     0.6375     0.4161     0.8951         40        640: 100%|██████████| 2/2 [00:00<00:00,  5.59it/s]\n",
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.882      0.818      0.782      0.504\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
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      "   371/1000      8.37G     0.6215      0.412     0.8733         34        640: 100%|██████████| 2/2 [00:00<00:00,  5.51it/s]\n",
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11       0.88      0.818      0.829       0.48\n"
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    },
    {
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     "output_type": "stream",
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      "\n"
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "   372/1000      8.42G     0.6799     0.4552      0.885         41        640: 100%|██████████| 2/2 [00:00<00:00,  5.33it/s]\n",
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11       0.92      0.727       0.83      0.515\n"
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    },
    {
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     "output_type": "stream",
     "text": [
      "\n"
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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     "output_type": "stream",
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      "   373/1000      8.37G     0.5951     0.4275     0.8708         32        640: 100%|██████████| 2/2 [00:00<00:00,  5.55it/s]\n",
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.772      0.818      0.805      0.473\n"
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    {
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      "\n"
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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     "name": "stderr",
     "output_type": "stream",
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      "   374/1000      8.37G     0.5771     0.4173     0.8585         45        640: 100%|██████████| 2/2 [00:00<00:00,  5.48it/s]\n",
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.805      0.755      0.807      0.501\n"
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    {
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     "output_type": "stream",
     "text": [
      "\n"
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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     "output_type": "stream",
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      "   375/1000      8.37G     0.5985     0.4011     0.8624         36        640: 100%|██████████| 2/2 [00:00<00:00,  5.41it/s]\n",
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11       0.81      0.818      0.758      0.468\n"
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    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "   376/1000      8.37G     0.6818     0.4445     0.8741         22        640: 100%|██████████| 2/2 [00:00<00:00,  5.51it/s]\n",
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.898      0.909      0.832      0.436\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
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    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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     "output_type": "stream",
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      "   377/1000      8.42G     0.5969      0.386     0.8605         25        640: 100%|██████████| 2/2 [00:00<00:00,  5.53it/s]\n",
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.892      0.909      0.833      0.434\n"
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    },
    {
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     "output_type": "stream",
     "text": [
      "\n"
     ]
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "   378/1000      8.37G     0.6314     0.4462     0.8937         23        640: 100%|██████████| 2/2 [00:00<00:00,  5.45it/s]\n",
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.903      0.909      0.833      0.468\n"
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    },
    {
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     "output_type": "stream",
     "text": [
      "\n"
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "   379/1000      8.31G     0.6058     0.4208     0.8693         38        640: 100%|██████████| 2/2 [00:00<00:00,  5.54it/s]\n",
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     ]
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.815      0.818       0.74      0.446\n"
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    {
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     "output_type": "stream",
     "text": [
      "\n"
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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     "output_type": "stream",
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      "   380/1000      8.37G     0.6381     0.4208     0.8959         27        640: 100%|██████████| 2/2 [00:00<00:00,  5.51it/s]\n",
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.872      0.727      0.728      0.453\n"
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    },
    {
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     "output_type": "stream",
     "text": [
      "\n"
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "   381/1000      8.37G      0.599     0.4079     0.8709         38        640: 100%|██████████| 2/2 [00:00<00:00,  5.40it/s]\n",
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.817      0.811      0.694      0.396\n"
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     "output_type": "stream",
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      "\n"
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "   382/1000      8.37G     0.5864     0.3906     0.8653         30        640: 100%|██████████| 2/2 [00:00<00:00,  5.53it/s]\n",
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     "output_type": "stream",
     "text": [
      "                   all         10         11      0.812      0.818      0.697       0.37\n"
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     "output_type": "stream",
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      "\n"
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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     "output_type": "stream",
     "text": [
      "                   all         10         11       0.81      0.818      0.706       0.42\n"
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      "\n"
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      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "   384/1000      8.37G     0.6473     0.3979     0.8859         42        640: 100%|██████████| 2/2 [00:00<00:00,  5.43it/s]\n",
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     "output_type": "stream",
     "text": [
      "                   all         10         11      0.748      0.818      0.689      0.426\n"
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      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "   385/1000      8.31G     0.6172     0.4135      0.851         20        640: 100%|██████████| 2/2 [00:00<00:00,  5.58it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 24.53it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.807      0.818      0.672       0.37\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
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      "   386/1000      8.43G     0.6533     0.4065     0.8607         27        640: 100%|██████████| 2/2 [00:00<00:00,  5.50it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 24.02it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.747      0.818      0.642      0.372\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
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    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
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      "   387/1000      8.36G     0.6068     0.3979     0.8716         45        640: 100%|██████████| 2/2 [00:00<00:00,  5.32it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 24.52it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.798      0.719      0.661      0.382\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
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    },
    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
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     "name": "stderr",
     "output_type": "stream",
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      "   388/1000      8.31G     0.5685     0.4036     0.8585         26        640: 100%|██████████| 2/2 [00:00<00:00,  5.57it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 23.72it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.794      0.727      0.659      0.377\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
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    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
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      "   389/1000      8.36G     0.6393     0.4004     0.8909         29        640: 100%|██████████| 2/2 [00:00<00:00,  5.52it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 23.61it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.692      0.818      0.666      0.373\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
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     "name": "stderr",
     "output_type": "stream",
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      "   390/1000      8.36G     0.5797     0.4326     0.8635         32        640: 100%|██████████| 2/2 [00:00<00:00,  5.34it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 24.01it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.692      0.816      0.615      0.369\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
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    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
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     "name": "stderr",
     "output_type": "stream",
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      "   391/1000      8.31G     0.6006     0.3817     0.8518         33        640: 100%|██████████| 2/2 [00:00<00:00,  5.60it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.689      0.806      0.671      0.397\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
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    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
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     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   392/1000      8.36G     0.5826     0.3987     0.8597         36        640: 100%|██████████| 2/2 [00:00<00:00,  5.57it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 23.68it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.736      0.818      0.773      0.458\n"
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    },
    {
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     "output_type": "stream",
     "text": [
      "\n"
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    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
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     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   393/1000      8.37G     0.5711     0.3777     0.8552         32        640: 100%|██████████| 2/2 [00:00<00:00,  5.45it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 23.66it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.861      0.818      0.784      0.453\n"
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    },
    {
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     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
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     "name": "stderr",
     "output_type": "stream",
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      "   394/1000      8.31G     0.5545     0.3742     0.8453         36        640: 100%|██████████| 2/2 [00:00<00:00,  5.55it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 24.30it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11       0.78      0.818      0.794      0.473\n"
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    },
    {
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     "output_type": "stream",
     "text": [
      "\n"
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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     "output_type": "stream",
     "text": [
      "   395/1000      8.37G     0.5347     0.3927     0.8513         35        640: 100%|██████████| 2/2 [00:00<00:00,  5.56it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.804      0.818      0.784      0.422\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   396/1000      8.37G     0.6469     0.4247      0.881         37        640: 100%|██████████| 2/2 [00:00<00:00,  5.30it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.803      0.818      0.794      0.458\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
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     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   397/1000      8.36G     0.6032     0.4089     0.8493         59        640: 100%|██████████| 2/2 [00:00<00:00,  5.57it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 22.96it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.812      0.818      0.819      0.491\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
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     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   398/1000      8.31G     0.6355     0.4189     0.8707         37        640: 100%|██████████| 2/2 [00:00<00:00,  5.57it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 23.67it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.884      0.818      0.834      0.494\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   399/1000      8.31G     0.6107     0.3985     0.8648         35        640: 100%|██████████| 2/2 [00:00<00:00,  5.37it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 22.68it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.879      0.818      0.811      0.516\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   400/1000      8.37G      0.579      0.389     0.8411         25        640: 100%|██████████| 2/2 [00:00<00:00,  5.59it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 23.22it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.856      0.818      0.785      0.514\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
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     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   401/1000      8.37G      0.596     0.3841     0.8823         37        640: 100%|██████████| 2/2 [00:00<00:00,  5.55it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.812      0.818      0.785      0.491\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   402/1000      8.37G     0.6543     0.4332     0.8906         32        640: 100%|██████████| 2/2 [00:00<00:00,  5.45it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 21.75it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.813      0.818      0.819      0.505\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
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     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   403/1000      8.37G     0.5767     0.3974      0.836         30        640: 100%|██████████| 2/2 [00:00<00:00,  5.57it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.814      0.818      0.824      0.514\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
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     "output_type": "stream",
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      "   404/1000      8.36G     0.6042      0.419     0.8709         45        640: 100%|██████████| 2/2 [00:00<00:00,  5.54it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.975      0.727      0.819      0.517\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
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     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   405/1000      8.31G     0.5366     0.3812     0.8537         31        640: 100%|██████████| 2/2 [00:00<00:00,  5.43it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.898      0.799      0.826      0.545\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
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     "output_type": "stream",
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      "   406/1000      8.37G     0.5726     0.3752      0.855         36        640: 100%|██████████| 2/2 [00:00<00:00,  5.59it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.897      0.794      0.869      0.523\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
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     "name": "stderr",
     "output_type": "stream",
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      "   407/1000      8.36G     0.5775     0.3909     0.8629         37        640: 100%|██████████| 2/2 [00:00<00:00,  5.56it/s]\n",
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11       0.99      0.727      0.859      0.528\n"
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    },
    {
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     "output_type": "stream",
     "text": [
      "\n"
     ]
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    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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     "output_type": "stream",
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      "   408/1000      8.42G     0.5931     0.4081     0.8768         30        640: 100%|██████████| 2/2 [00:00<00:00,  5.44it/s]\n",
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.916      0.727      0.866      0.499\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   409/1000      8.36G     0.5615      0.379     0.8584         31        640: 100%|██████████| 2/2 [00:00<00:00,  5.58it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 24.19it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.816       0.81      0.878      0.545\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
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      "   410/1000      8.37G     0.6038     0.3861     0.8676         34        640: 100%|██████████| 2/2 [00:00<00:00,  5.46it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 23.43it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.818      0.818      0.872      0.509\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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      "   411/1000      8.37G       0.57     0.3921     0.8906         27        640: 100%|██████████| 2/2 [00:00<00:00,  5.56it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 18.98it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.907      0.909      0.898      0.469\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
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    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
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     "name": "stderr",
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      "   412/1000      8.37G     0.5314     0.3788     0.8385         34        640: 100%|██████████| 2/2 [00:00<00:00,  5.56it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 23.93it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.903      0.848      0.908      0.511\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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     "name": "stderr",
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      "   413/1000      8.31G     0.5833     0.4304     0.8756         36        640: 100%|██████████| 2/2 [00:00<00:00,  5.50it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 23.99it/s]"
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    {
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      "                   all         10         11      0.894      0.909      0.907      0.509\n"
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    {
     "name": "stderr",
     "output_type": "stream",
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      "\n"
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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      "   414/1000      8.36G     0.5011     0.3527     0.8192         32        640: 100%|██████████| 2/2 [00:00<00:00,  5.52it/s]\n",
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.946      0.909      0.915      0.484\n"
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    },
    {
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     "output_type": "stream",
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      "\n"
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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      "   415/1000      8.31G     0.5148     0.3706      0.866         34        640: 100%|██████████| 2/2 [00:00<00:00,  5.57it/s]\n",
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.949      0.909       0.92      0.525\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
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    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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     "name": "stderr",
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      "   416/1000      8.37G     0.7543     0.4507     0.9231         30        640: 100%|██████████| 2/2 [00:00<00:00,  5.45it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 23.19it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11          1      0.889      0.921      0.606\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
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    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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      "   417/1000      8.37G     0.5616     0.3869     0.8444         45        640: 100%|██████████| 2/2 [00:00<00:00,  5.53it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 22.39it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.904      0.909      0.915        0.6\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
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    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
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     "name": "stderr",
     "output_type": "stream",
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      "   418/1000      8.37G     0.5889     0.3781     0.8452         41        640: 100%|██████████| 2/2 [00:00<00:00,  5.57it/s]\n",
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.904      0.909      0.913      0.555\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "   419/1000      8.37G      0.515     0.3942     0.8477         33        640: 100%|██████████| 2/2 [00:00<00:00,  5.56it/s]\n",
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.909      0.907      0.914      0.565\n"
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    {
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     "output_type": "stream",
     "text": [
      "\n"
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    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   420/1000      8.31G     0.5864     0.4404     0.8728         28        640: 100%|██████████| 2/2 [00:00<00:00,  5.50it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.909      0.907      0.913      0.563\n"
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    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
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    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
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     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   421/1000      8.37G     0.6311     0.4145     0.9055         39        640: 100%|██████████| 2/2 [00:00<00:00,  5.53it/s]\n",
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.985      0.818      0.908      0.542\n"
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    },
    {
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     "output_type": "stream",
     "text": [
      "\n"
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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     "name": "stderr",
     "output_type": "stream",
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      "   422/1000      8.37G     0.5542     0.3781     0.8592         33        640: 100%|██████████| 2/2 [00:00<00:00,  5.57it/s]\n",
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.879      0.909      0.905      0.536\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
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    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
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     "name": "stderr",
     "output_type": "stream",
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      "   423/1000      8.37G     0.5363     0.3702     0.8426         37        640: 100%|██████████| 2/2 [00:00<00:00,  5.54it/s]\n",
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11          1      0.881       0.92      0.534\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   424/1000      8.37G     0.5925     0.4084      0.843         43        640: 100%|██████████| 2/2 [00:00<00:00,  5.57it/s]\n",
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.885      0.909      0.909      0.525\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
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    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
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     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   425/1000      8.37G     0.5463     0.3669     0.8487         38        640: 100%|██████████| 2/2 [00:00<00:00,  5.43it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.955      0.818      0.832      0.532\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
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    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "   426/1000      8.42G      0.592     0.4083     0.8492         28        640: 100%|██████████| 2/2 [00:00<00:00,  5.54it/s]\n",
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.894      0.818       0.83      0.498\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "   427/1000      8.37G      0.573     0.3844     0.8595         26        640: 100%|██████████| 2/2 [00:00<00:00,  5.58it/s]\n",
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.985      0.818      0.833      0.498\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
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    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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     "output_type": "stream",
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      "   428/1000      8.37G     0.5777     0.4034     0.8774         35        640: 100%|██████████| 2/2 [00:00<00:00,  5.40it/s]\n",
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11       0.92      0.818      0.836       0.52\n"
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    {
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     "output_type": "stream",
     "text": [
      "\n"
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    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "   429/1000      8.37G      0.529      0.374     0.8432         38        640: 100%|██████████| 2/2 [00:00<00:00,  5.54it/s]\n",
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.932      0.818       0.84      0.509\n"
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    {
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     "output_type": "stream",
     "text": [
      "\n"
     ]
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    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "   430/1000      8.31G     0.6111     0.4058     0.8732         26        640: 100%|██████████| 2/2 [00:00<00:00,  5.56it/s]\n",
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.896      0.818      0.836        0.5\n"
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      "\n"
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "   431/1000      8.37G     0.5859     0.3949     0.8658         43        640: 100%|██████████| 2/2 [00:00<00:00,  5.44it/s]\n",
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     "text": [
      "                   all         10         11      0.929      0.727      0.817      0.486\n"
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     "output_type": "stream",
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      "\n"
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    {
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     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
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      "   432/1000      8.37G     0.5105     0.3534     0.8358         31        640: 100%|██████████| 2/2 [00:00<00:00,  5.57it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 23.97it/s]"
     ]
    },
    {
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     "text": [
      "                   all         10         11      0.954      0.727      0.828      0.491\n"
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    },
    {
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     "output_type": "stream",
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      "\n"
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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      "   433/1000      8.36G       0.52     0.3639     0.8385         45        640: 100%|██████████| 2/2 [00:00<00:00,  5.56it/s]\n",
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    {
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      "                   all         10         11      0.959      0.727       0.83      0.513\n"
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    },
    {
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      "\n"
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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      "   434/1000      8.37G     0.6259      0.394     0.9086         36        640: 100%|██████████| 2/2 [00:00<00:00,  5.52it/s]\n",
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    {
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      "                   all         10         11      0.872      0.818      0.839      0.544\n"
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    {
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      "\n"
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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      "   435/1000      8.36G     0.5748     0.3891     0.8604         39        640: 100%|██████████| 2/2 [00:00<00:00,  5.48it/s]\n",
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      "                   all         10         11       0.96      0.818       0.84       0.54\n"
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    },
    {
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     "output_type": "stream",
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      "\n"
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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      "   436/1000      8.36G     0.5618     0.3749     0.8926         37        640: 100%|██████████| 2/2 [00:00<00:00,  5.54it/s]\n",
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      "                   all         10         11      0.979      0.818      0.836      0.535\n"
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    {
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     "output_type": "stream",
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      "\n"
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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      "                   all         10         11      0.984      0.818      0.834      0.522\n"
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    {
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      "\n"
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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    {
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      "                   all         10         11      0.987      0.818      0.854      0.473\n"
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    {
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     "output_type": "stream",
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      "\n"
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "   439/1000      8.37G     0.5261     0.3529     0.8237         42        640: 100%|██████████| 2/2 [00:00<00:00,  5.56it/s]\n",
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    {
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     "output_type": "stream",
     "text": [
      "                   all         10         11      0.989      0.818       0.86      0.463\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
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    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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     "name": "stderr",
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      "   440/1000      8.37G     0.5507     0.3611     0.8366         31        640: 100%|██████████| 2/2 [00:00<00:00,  5.47it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.987      0.818      0.858      0.446\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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      "   441/1000      8.37G      0.591     0.3893     0.8676         39        640: 100%|██████████| 2/2 [00:00<00:00,  5.57it/s]\n",
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.982      0.818      0.859      0.432\n"
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    },
    {
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     "output_type": "stream",
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      "\n"
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "   442/1000      8.42G     0.5678     0.3678      0.838         21        640: 100%|██████████| 2/2 [00:00<00:00,  5.53it/s]\n",
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.982      0.818      0.871       0.48\n"
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    },
    {
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     "output_type": "stream",
     "text": [
      "\n"
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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      "   443/1000      8.37G     0.6151     0.3707     0.8837         32        640: 100%|██████████| 2/2 [00:00<00:00,  5.44it/s]\n",
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.964      0.818      0.873      0.517\n"
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    },
    {
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     "output_type": "stream",
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      "\n"
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    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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     "output_type": "stream",
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      "   444/1000      8.31G     0.5497     0.3787     0.8362         26        640: 100%|██████████| 2/2 [00:00<00:00,  5.56it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11       0.83      0.909      0.933      0.563\n"
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    },
    {
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     "output_type": "stream",
     "text": [
      "\n"
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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      "   445/1000      8.36G      0.583     0.3798     0.8676         29        640: 100%|██████████| 2/2 [00:00<00:00,  5.60it/s]\n",
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.883      0.818      0.925      0.551\n"
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    },
    {
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     "output_type": "stream",
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      "\n"
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "   446/1000      8.36G     0.4936     0.3382      0.837         33        640: 100%|██████████| 2/2 [00:00<00:00,  5.51it/s]\n",
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.889      0.818      0.893      0.575\n"
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    },
    {
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     "output_type": "stream",
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      "\n"
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "   447/1000      8.31G     0.5643      0.364     0.8691         35        640: 100%|██████████| 2/2 [00:00<00:00,  5.53it/s]\n",
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11       0.93      0.818      0.903      0.565\n"
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    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
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    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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     "output_type": "stream",
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      "   448/1000      8.37G     0.5773     0.3907     0.8708         42        640: 100%|██████████| 2/2 [00:00<00:00,  5.57it/s]\n",
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11       0.95      0.818      0.893      0.573\n"
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    {
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     "output_type": "stream",
     "text": [
      "\n"
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "   449/1000      8.36G     0.6006     0.3842     0.8717         31        640: 100%|██████████| 2/2 [00:00<00:00,  5.48it/s]\n",
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.889      0.818      0.876      0.547\n"
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    {
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     "output_type": "stream",
     "text": [
      "\n"
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    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "   450/1000      8.37G     0.5488     0.3767     0.8604         33        640: 100%|██████████| 2/2 [00:00<00:00,  5.57it/s]\n",
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.767      0.909      0.872      0.534\n"
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    },
    {
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     "output_type": "stream",
     "text": [
      "\n"
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    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "   451/1000      8.31G     0.5594     0.3761     0.8505         32        640: 100%|██████████| 2/2 [00:00<00:00,  5.56it/s]\n",
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     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.806      0.818      0.836      0.532\n"
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      "\n"
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "   452/1000      8.31G     0.5558     0.3692     0.8612         25        640: 100%|██████████| 2/2 [00:00<00:00,  5.42it/s]\n",
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11       0.87      0.727      0.824      0.515\n"
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     "output_type": "stream",
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      "\n"
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "   453/1000      8.36G     0.5555     0.3785     0.8463         40        640: 100%|██████████| 2/2 [00:00<00:00,  5.55it/s]\n",
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.922      0.727      0.826      0.519\n"
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      "\n"
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    {
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     "output_type": "stream",
     "text": [
      "                   all         10         11      0.896      0.788      0.861      0.517\n"
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      "\n"
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      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "   455/1000      8.37G     0.5403     0.3665     0.8597         33        640: 100%|██████████| 2/2 [00:00<00:00,  5.47it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 23.82it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.975      0.818      0.862      0.493\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
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    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
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      "   456/1000      8.37G     0.5545     0.3701     0.8666         33        640: 100%|██████████| 2/2 [00:00<00:00,  5.59it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 23.20it/s]"
     ]
    },
    {
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      "                   all         10         11      0.971      0.818      0.859      0.489\n"
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    },
    {
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      "\n"
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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      "   457/1000      8.42G     0.5885     0.3982     0.8354         25        640: 100%|██████████| 2/2 [00:00<00:00,  5.57it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 23.66it/s]"
     ]
    },
    {
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      "                   all         10         11       0.99      0.818      0.853      0.521\n"
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    },
    {
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     "output_type": "stream",
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      "\n"
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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      "   458/1000      8.42G     0.5426     0.3685     0.8333         47        640: 100%|██████████| 2/2 [00:00<00:00,  5.40it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 24.00it/s]"
     ]
    },
    {
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     "output_type": "stream",
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      "                   all         10         11      0.991      0.818      0.885      0.511\n"
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    },
    {
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      "\n"
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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      "   459/1000      8.36G     0.5091     0.3529     0.8362         43        640: 100%|██████████| 2/2 [00:00<00:00,  5.56it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 24.07it/s]"
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    },
    {
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     "text": [
      "                   all         10         11      0.991      0.818       0.84      0.525\n"
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    },
    {
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     "output_type": "stream",
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      "\n"
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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      "   460/1000      8.37G      0.548     0.3672     0.8345         30        640: 100%|██████████| 2/2 [00:00<00:00,  5.55it/s]\n",
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    {
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     "output_type": "stream",
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      "                   all         10         11      0.989      0.818      0.842      0.529\n"
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    },
    {
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     "output_type": "stream",
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      "\n"
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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      "   461/1000      8.37G     0.5371     0.3669     0.8481         31        640: 100%|██████████| 2/2 [00:00<00:00,  5.58it/s]\n",
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    {
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      "                   all         10         11      0.986      0.818      0.846      0.525\n"
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    {
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     "output_type": "stream",
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      "\n"
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "   462/1000      8.37G     0.5538     0.3806     0.8671         27        640: 100%|██████████| 2/2 [00:00<00:00,  5.56it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.988      0.818      0.841      0.516\n"
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    },
    {
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     "output_type": "stream",
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      "\n"
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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      "   463/1000      8.37G     0.5243     0.3454     0.8245         34        640: 100%|██████████| 2/2 [00:00<00:00,  5.54it/s]\n",
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    },
    {
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     "output_type": "stream",
     "text": [
      "                   all         10         11      0.988      0.818      0.838      0.515\n"
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    {
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     "output_type": "stream",
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      "\n"
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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      "   464/1000      8.37G     0.6013     0.3906     0.8988         24        640: 100%|██████████| 2/2 [00:00<00:00,  5.49it/s]\n",
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    {
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     "output_type": "stream",
     "text": [
      "                   all         10         11      0.982      0.818      0.886      0.521\n"
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    {
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     "output_type": "stream",
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      "\n"
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "   465/1000      8.37G     0.5632     0.4055     0.8611         34        640: 100%|██████████| 2/2 [00:00<00:00,  5.58it/s]\n",
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     ]
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.968      0.818      0.896      0.524\n"
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    },
    {
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     "output_type": "stream",
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      "\n"
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    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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      "   466/1000      8.37G     0.5396      0.366     0.8596         26        640: 100%|██████████| 2/2 [00:00<00:00,  5.57it/s]\n",
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.825      0.909      0.902      0.523\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
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     "output_type": "stream",
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      "   467/1000      8.36G     0.5825     0.3807     0.8984         31        640: 100%|██████████| 2/2 [00:00<00:00,  5.46it/s]\n",
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.904      0.909       0.91      0.567\n"
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    },
    {
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     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
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     "name": "stderr",
     "output_type": "stream",
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      "   468/1000      8.37G     0.5302     0.3695     0.8243         29        640: 100%|██████████| 2/2 [00:00<00:00,  5.60it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.903      0.909      0.909      0.564\n"
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    },
    {
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     "output_type": "stream",
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      "\n"
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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      "   469/1000      8.31G     0.5762     0.3881     0.8736         38        640: 100%|██████████| 2/2 [00:00<00:00,  5.58it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.992      0.909      0.918      0.566\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
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    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
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     "name": "stderr",
     "output_type": "stream",
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      "   470/1000      8.37G     0.5528     0.3622     0.8578         27        640: 100%|██████████| 2/2 [00:00<00:00,  5.41it/s]\n",
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11          1      0.903      0.923      0.578\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
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    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
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     "name": "stderr",
     "output_type": "stream",
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      "   471/1000      8.37G     0.5307     0.3612     0.8699         38        640: 100%|██████████| 2/2 [00:00<00:00,  5.56it/s]\n",
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11          1      0.898      0.924      0.555\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
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    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
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      "   472/1000      8.36G     0.5323     0.3441     0.8206         33        640: 100%|██████████| 2/2 [00:00<00:00,  5.57it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11          1      0.904      0.926      0.597\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
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      "   473/1000      8.37G     0.5137     0.3429     0.8437         41        640: 100%|██████████| 2/2 [00:00<00:00,  5.38it/s]\n",
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     ]
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11          1      0.905      0.923      0.562\n"
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    },
    {
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     "output_type": "stream",
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      "\n"
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    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "   474/1000      8.44G     0.5405     0.3675     0.8464         40        640: 100%|██████████| 2/2 [00:00<00:00,  5.47it/s]\n",
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11          1      0.797      0.908      0.546\n"
     ]
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    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "   475/1000      8.36G     0.5515     0.3729     0.8571         47        640: 100%|██████████| 2/2 [00:00<00:00,  5.52it/s]\n",
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     "output_type": "stream",
     "text": [
      "                   all         10         11      0.992      0.818      0.915      0.564\n"
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     "output_type": "stream",
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      "\n"
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    {
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     "text": [
      "                   all         10         11          1      0.902       0.92      0.533\n"
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      "\n"
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "                   all         10         11          1      0.902      0.918      0.525\n"
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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     "output_type": "stream",
     "text": [
      "                   all         10         11      0.897      0.909       0.91      0.543\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   479/1000      8.37G     0.5183     0.3622     0.8304         41        640: 100%|██████████| 2/2 [00:00<00:00,  5.40it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 23.95it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11        0.9      0.909       0.91      0.525\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   480/1000      8.36G     0.6089      0.398     0.8749         34        640: 100%|██████████| 2/2 [00:00<00:00,  5.51it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 20.93it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.978      0.818      0.833       0.56\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
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    },
    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
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      "   481/1000      8.37G     0.6407     0.4128     0.8815         23        640: 100%|██████████| 2/2 [00:00<00:00,  5.47it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 23.50it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.979      0.818      0.832      0.576\n"
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    },
    {
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     "output_type": "stream",
     "text": [
      "\n"
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   482/1000      8.37G        0.5      0.348     0.8465         31        640: 100%|██████████| 2/2 [00:00<00:00,  5.41it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.975      0.818       0.83      0.569\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   483/1000      8.36G     0.5093     0.3525     0.8597         32        640: 100%|██████████| 2/2 [00:00<00:00,  5.52it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.883      0.818      0.819      0.537\n"
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    },
    {
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     "output_type": "stream",
     "text": [
      "\n"
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
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     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   484/1000      8.37G     0.6178     0.3999     0.9098         37        640: 100%|██████████| 2/2 [00:00<00:00,  5.51it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 24.17it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11        0.9      0.816      0.819      0.533\n"
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    },
    {
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     "output_type": "stream",
     "text": [
      "\n"
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
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     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   485/1000      8.37G     0.5353      0.372     0.8697         21        640: 100%|██████████| 2/2 [00:00<00:00,  5.42it/s]\n",
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.899      0.811      0.838      0.511\n"
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    },
    {
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     "output_type": "stream",
     "text": [
      "\n"
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
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     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   486/1000      8.37G     0.5293     0.3523     0.8447         39        640: 100%|██████████| 2/2 [00:00<00:00,  5.54it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.978      0.727      0.841      0.505\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
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    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   487/1000      8.37G     0.5936      0.394     0.8703         36        640: 100%|██████████| 2/2 [00:00<00:00,  5.54it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.963      0.727      0.847      0.521\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
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     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   488/1000      8.36G     0.5936     0.4054     0.8646         39        640: 100%|██████████| 2/2 [00:00<00:00,  5.44it/s]\n",
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.816      0.805      0.844      0.536\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
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    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
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     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   489/1000      8.37G     0.5316       0.38     0.8403         37        640: 100%|██████████| 2/2 [00:00<00:00,  5.50it/s]\n",
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.818      0.816      0.815      0.526\n"
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    {
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     "output_type": "stream",
     "text": [
      "\n"
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    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
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     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   490/1000      8.37G     0.5459      0.375     0.8921         31        640: 100%|██████████| 2/2 [00:00<00:00,  4.54it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.817      0.812      0.766       0.48\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   491/1000      8.37G     0.4716     0.3586     0.8569         36        640: 100%|██████████| 2/2 [00:00<00:00,  5.52it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.735      0.818      0.766      0.472\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   492/1000      8.37G     0.5661     0.3994     0.8571         32        640: 100%|██████████| 2/2 [00:00<00:00,  5.54it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.747      0.806      0.756      0.468\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   493/1000      8.37G     0.5362     0.3756     0.8321         30        640: 100%|██████████| 2/2 [00:00<00:00,  5.49it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.706      0.818      0.667      0.408\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   494/1000      8.37G     0.5061     0.3744     0.8663         26        640: 100%|██████████| 2/2 [00:00<00:00,  5.51it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.654      0.818      0.746      0.464\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   495/1000      8.42G     0.5726     0.3839     0.8741         39        640: 100%|██████████| 2/2 [00:00<00:00,  5.52it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.642      0.818      0.749      0.432\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
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     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   496/1000      8.36G     0.5188     0.3672     0.8548         36        640: 100%|██████████| 2/2 [00:00<00:00,  5.60it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.705      0.818      0.723       0.43\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
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     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   497/1000      8.37G     0.5168     0.3718      0.844         30        640: 100%|██████████| 2/2 [00:00<00:00,  5.50it/s]\n",
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     ]
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.833      0.909      0.855      0.458\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
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     "output_type": "stream",
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      "   498/1000      8.37G     0.5068     0.3697     0.8386         36        640: 100%|██████████| 2/2 [00:00<00:00,  5.50it/s]\n",
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.877      0.909      0.855      0.437\n"
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    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
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    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
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     "name": "stderr",
     "output_type": "stream",
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      "   499/1000      8.37G     0.4776     0.3509     0.8725         27        640: 100%|██████████| 2/2 [00:00<00:00,  5.51it/s]\n",
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.889      0.909      0.858       0.45\n"
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    },
    {
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     "output_type": "stream",
     "text": [
      "\n"
     ]
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    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
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     "output_type": "stream",
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      "   500/1000      8.36G     0.4702       0.35     0.8429         28        640: 100%|██████████| 2/2 [00:00<00:00,  5.45it/s]\n",
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.792      0.818      0.715      0.437\n"
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     "output_type": "stream",
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      "\n"
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "   501/1000      8.42G     0.5319     0.3625     0.8776         32        640: 100%|██████████| 2/2 [00:00<00:00,  5.50it/s]\n",
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.787      0.818      0.737      0.449\n"
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    {
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     "output_type": "stream",
     "text": [
      "\n"
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    {
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     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   502/1000      8.37G     0.5581     0.3685     0.8553         35        640: 100%|██████████| 2/2 [00:00<00:00,  5.56it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 22.76it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.898      0.805      0.781      0.474\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
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      "   503/1000      8.36G     0.5488     0.3551     0.8355         29        640: 100%|██████████| 2/2 [00:00<00:00,  5.39it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 23.96it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.881      0.727      0.754      0.468\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
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      "   504/1000      8.37G     0.5073     0.3707     0.8372         33        640: 100%|██████████| 2/2 [00:00<00:00,  5.47it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 21.41it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11       0.95      0.727      0.817      0.529\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
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      "   505/1000      8.37G     0.5507     0.3537      0.849         42        640: 100%|██████████| 2/2 [00:00<00:00,  5.53it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 24.83it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.986      0.727      0.794       0.54\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
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     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
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     "name": "stderr",
     "output_type": "stream",
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      "   506/1000      8.37G     0.4982     0.3367     0.8288         37        640: 100%|██████████| 2/2 [00:00<00:00,  5.47it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 22.38it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.992      0.727       0.79      0.553\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
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      "   507/1000      8.36G      0.543     0.3682      0.826         32        640: 100%|██████████| 2/2 [00:00<00:00,  5.45it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 19.96it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.993      0.727      0.818      0.571\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
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      "   508/1000      8.36G     0.4968     0.3525     0.8523         40        640: 100%|██████████| 2/2 [00:00<00:00,  5.56it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 24.52it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.992      0.727      0.833      0.553\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
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      "   509/1000      8.31G     0.5827      0.387     0.8471         31        640: 100%|██████████| 2/2 [00:00<00:00,  5.47it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 24.58it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.897      0.818      0.843      0.528\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   510/1000      8.36G     0.6243     0.3979     0.8951         29        640: 100%|██████████| 2/2 [00:00<00:00,  5.45it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 18.27it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.997      0.818       0.85      0.517\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   511/1000      8.37G     0.4957     0.3388     0.8415         32        640: 100%|██████████| 2/2 [00:00<00:00,  5.52it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 23.98it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.989      0.818      0.846      0.525\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   512/1000      8.37G      0.531     0.3593     0.8573         36        640: 100%|██████████| 2/2 [00:00<00:00,  5.47it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 23.98it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11       0.99      0.818      0.839      0.506\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   513/1000      8.37G      0.522     0.3542     0.8223         36        640: 100%|██████████| 2/2 [00:00<00:00,  5.55it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 20.13it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.992      0.818      0.832       0.51\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   514/1000      8.37G     0.5409     0.3598     0.8268         30        640: 100%|██████████| 2/2 [00:00<00:00,  5.52it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 23.42it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.993      0.818       0.83      0.508\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   515/1000      8.37G     0.5286     0.3558     0.8616         40        640: 100%|██████████| 2/2 [00:00<00:00,  5.43it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.991      0.818       0.83      0.519\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   516/1000      8.37G      0.492      0.344     0.8452         34        640: 100%|██████████| 2/2 [00:00<00:00,  5.54it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 21.03it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11      0.987      0.818      0.832      0.525\n",
      "\u001B[34m\u001B[1mEarlyStopping: \u001B[0mTraining stopped early as no improvement observed in last 100 epochs. Best results observed at epoch 416, best model saved as best.pt.\n",
      "To update EarlyStopping(patience=100) pass a new patience value, i.e. `patience=300` or use `patience=0` to disable EarlyStopping.\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "516 epochs completed in 0.096 hours.\n",
      "Optimizer stripped from F:\\code\\workspace\\StarRail-YOLO\\ultralytics\\runs\\xuzu-test\\train\\weights\\last.pt, 6.3MB\n",
      "Optimizer stripped from F:\\code\\workspace\\StarRail-YOLO\\ultralytics\\runs\\xuzu-test\\train\\weights\\best.pt, 6.3MB\n",
      "\n",
      "Validating F:\\code\\workspace\\StarRail-YOLO\\ultralytics\\runs\\xuzu-test\\train\\weights\\best.pt...\n",
      "Ultralytics YOLOv8.1.44  Python-3.11.9 torch-2.2.2+cu121 CUDA:0 (NVIDIA GeForce RTX 4070 Ti, 12282MiB)\n",
      "Model summary (fused): 168 layers, 3005843 parameters, 0 gradients, 8.1 GFLOPs\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 26.98it/s]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         10         11          1       0.89      0.921      0.594\n",
      "Speed: 0.2ms preprocess, 0.5ms inference, 0.0ms loss, 0.6ms postprocess per image\n",
      "Results saved to \u001B[1mF:\\code\\workspace\\StarRail-YOLO\\ultralytics\\runs\\xuzu-test\\train\u001B[0m\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "ultralytics.utils.metrics.DetMetrics object with attributes:\n",
       "\n",
       "ap_class_index: array([0])\n",
       "box: ultralytics.utils.metrics.Metric object\n",
       "confusion_matrix: <ultralytics.utils.metrics.ConfusionMatrix object at 0x000002575E9D9810>\n",
       "curves: ['Precision-Recall(B)', 'F1-Confidence(B)', 'Precision-Confidence(B)', 'Recall-Confidence(B)']\n",
       "curves_results: [[array([          0,    0.001001,    0.002002,    0.003003,    0.004004,    0.005005,    0.006006,    0.007007,    0.008008,    0.009009,     0.01001,    0.011011,    0.012012,    0.013013,    0.014014,    0.015015,    0.016016,    0.017017,    0.018018,    0.019019,     0.02002,    0.021021,    0.022022,    0.023023,\n",
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       "          0.096096,    0.097097,    0.098098,    0.099099,      0.1001,      0.1011,      0.1021,      0.1031,      0.1041,     0.10511,     0.10611,     0.10711,     0.10811,     0.10911,     0.11011,     0.11111,     0.11211,     0.11311,     0.11411,     0.11512,     0.11612,     0.11712,     0.11812,     0.11912,\n",
       "           0.12012,     0.12112,     0.12212,     0.12312,     0.12412,     0.12513,     0.12613,     0.12713,     0.12813,     0.12913,     0.13013,     0.13113,     0.13213,     0.13313,     0.13413,     0.13514,     0.13614,     0.13714,     0.13814,     0.13914,     0.14014,     0.14114,     0.14214,     0.14314,\n",
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       "           0.19219,     0.19319,     0.19419,      0.1952,      0.1962,      0.1972,      0.1982,      0.1992,      0.2002,      0.2012,      0.2022,      0.2032,      0.2042,     0.20521,     0.20621,     0.20721,     0.20821,     0.20921,     0.21021,     0.21121,     0.21221,     0.21321,     0.21421,     0.21522,\n",
       "           0.21622,     0.21722,     0.21822,     0.21922,     0.22022,     0.22122,     0.22222,     0.22322,     0.22422,     0.22523,     0.22623,     0.22723,     0.22823,     0.22923,     0.23023,     0.23123,     0.23223,     0.23323,     0.23423,     0.23524,     0.23624,     0.23724,     0.23824,     0.23924,\n",
       "           0.24024,     0.24124,     0.24224,     0.24324,     0.24424,     0.24525,     0.24625,     0.24725,     0.24825,     0.24925,     0.25025,     0.25125,     0.25225,     0.25325,     0.25425,     0.25526,     0.25626,     0.25726,     0.25826,     0.25926,     0.26026,     0.26126,     0.26226,     0.26326,\n",
       "           0.26426,     0.26527,     0.26627,     0.26727,     0.26827,     0.26927,     0.27027,     0.27127,     0.27227,     0.27327,     0.27427,     0.27528,     0.27628,     0.27728,     0.27828,     0.27928,     0.28028,     0.28128,     0.28228,     0.28328,     0.28428,     0.28529,     0.28629,     0.28729,\n",
       "           0.28829,     0.28929,     0.29029,     0.29129,     0.29229,     0.29329,     0.29429,      0.2953,      0.2963,      0.2973,      0.2983,      0.2993,      0.3003,      0.3013,      0.3023,      0.3033,      0.3043,     0.30531,     0.30631,     0.30731,     0.30831,     0.30931,     0.31031,     0.31131,\n",
       "           0.31231,     0.31331,     0.31431,     0.31532,     0.31632,     0.31732,     0.31832,     0.31932,     0.32032,     0.32132,     0.32232,     0.32332,     0.32432,     0.32533,     0.32633,     0.32733,     0.32833,     0.32933,     0.33033,     0.33133,     0.33233,     0.33333,     0.33433,     0.33534,\n",
       "           0.33634,     0.33734,     0.33834,     0.33934,     0.34034,     0.34134,     0.34234,     0.34334,     0.34434,     0.34535,     0.34635,     0.34735,     0.34835,     0.34935,     0.35035,     0.35135,     0.35235,     0.35335,     0.35435,     0.35536,     0.35636,     0.35736,     0.35836,     0.35936,\n",
       "           0.36036,     0.36136,     0.36236,     0.36336,     0.36436,     0.36537,     0.36637,     0.36737,     0.36837,     0.36937,     0.37037,     0.37137,     0.37237,     0.37337,     0.37437,     0.37538,     0.37638,     0.37738,     0.37838,     0.37938,     0.38038,     0.38138,     0.38238,     0.38338,\n",
       "           0.38438,     0.38539,     0.38639,     0.38739,     0.38839,     0.38939,     0.39039,     0.39139,     0.39239,     0.39339,     0.39439,      0.3954,      0.3964,      0.3974,      0.3984,      0.3994,      0.4004,      0.4014,      0.4024,      0.4034,      0.4044,     0.40541,     0.40641,     0.40741,\n",
       "           0.40841,     0.40941,     0.41041,     0.41141,     0.41241,     0.41341,     0.41441,     0.41542,     0.41642,     0.41742,     0.41842,     0.41942,     0.42042,     0.42142,     0.42242,     0.42342,     0.42442,     0.42543,     0.42643,     0.42743,     0.42843,     0.42943,     0.43043,     0.43143,\n",
       "           0.43243,     0.43343,     0.43443,     0.43544,     0.43644,     0.43744,     0.43844,     0.43944,     0.44044,     0.44144,     0.44244,     0.44344,     0.44444,     0.44545,     0.44645,     0.44745,     0.44845,     0.44945,     0.45045,     0.45145,     0.45245,     0.45345,     0.45445,     0.45546,\n",
       "           0.45646,     0.45746,     0.45846,     0.45946,     0.46046,     0.46146,     0.46246,     0.46346,     0.46446,     0.46547,     0.46647,     0.46747,     0.46847,     0.46947,     0.47047,     0.47147,     0.47247,     0.47347,     0.47447,     0.47548,     0.47648,     0.47748,     0.47848,     0.47948,\n",
       "           0.48048,     0.48148,     0.48248,     0.48348,     0.48448,     0.48549,     0.48649,     0.48749,     0.48849,     0.48949,     0.49049,     0.49149,     0.49249,     0.49349,     0.49449,      0.4955,      0.4965,      0.4975,      0.4985,      0.4995,      0.5005,      0.5015,      0.5025,      0.5035,\n",
       "            0.5045,     0.50551,     0.50651,     0.50751,     0.50851,     0.50951,     0.51051,     0.51151,     0.51251,     0.51351,     0.51451,     0.51552,     0.51652,     0.51752,     0.51852,     0.51952,     0.52052,     0.52152,     0.52252,     0.52352,     0.52452,     0.52553,     0.52653,     0.52753,\n",
       "           0.52853,     0.52953,     0.53053,     0.53153,     0.53253,     0.53353,     0.53453,     0.53554,     0.53654,     0.53754,     0.53854,     0.53954,     0.54054,     0.54154,     0.54254,     0.54354,     0.54454,     0.54555,     0.54655,     0.54755,     0.54855,     0.54955,     0.55055,     0.55155,\n",
       "           0.55255,     0.55355,     0.55455,     0.55556,     0.55656,     0.55756,     0.55856,     0.55956,     0.56056,     0.56156,     0.56256,     0.56356,     0.56456,     0.56557,     0.56657,     0.56757,     0.56857,     0.56957,     0.57057,     0.57157,     0.57257,     0.57357,     0.57457,     0.57558,\n",
       "           0.57658,     0.57758,     0.57858,     0.57958,     0.58058,     0.58158,     0.58258,     0.58358,     0.58458,     0.58559,     0.58659,     0.58759,     0.58859,     0.58959,     0.59059,     0.59159,     0.59259,     0.59359,     0.59459,      0.5956,      0.5966,      0.5976,      0.5986,      0.5996,\n",
       "            0.6006,      0.6016,      0.6026,      0.6036,      0.6046,     0.60561,     0.60661,     0.60761,     0.60861,     0.60961,     0.61061,     0.61161,     0.61261,     0.61361,     0.61461,     0.61562,     0.61662,     0.61762,     0.61862,     0.61962,     0.62062,     0.62162,     0.62262,     0.62362,\n",
       "           0.62462,     0.62563,     0.62663,     0.62763,     0.62863,     0.62963,     0.63063,     0.63163,     0.63263,     0.63363,     0.63463,     0.63564,     0.63664,     0.63764,     0.63864,     0.63964,     0.64064,     0.64164,     0.64264,     0.64364,     0.64464,     0.64565,     0.64665,     0.64765,\n",
       "           0.64865,     0.64965,     0.65065,     0.65165,     0.65265,     0.65365,     0.65465,     0.65566,     0.65666,     0.65766,     0.65866,     0.65966,     0.66066,     0.66166,     0.66266,     0.66366,     0.66466,     0.66567,     0.66667,     0.66767,     0.66867,     0.66967,     0.67067,     0.67167,\n",
       "           0.67267,     0.67367,     0.67467,     0.67568,     0.67668,     0.67768,     0.67868,     0.67968,     0.68068,     0.68168,     0.68268,     0.68368,     0.68468,     0.68569,     0.68669,     0.68769,     0.68869,     0.68969,     0.69069,     0.69169,     0.69269,     0.69369,     0.69469,      0.6957,\n",
       "            0.6967,      0.6977,      0.6987,      0.6997,      0.7007,      0.7017,      0.7027,      0.7037,      0.7047,     0.70571,     0.70671,     0.70771,     0.70871,     0.70971,     0.71071,     0.71171,     0.71271,     0.71371,     0.71471,     0.71572,     0.71672,     0.71772,     0.71872,     0.71972,\n",
       "           0.72072,     0.72172,     0.72272,     0.72372,     0.72472,     0.72573,     0.72673,     0.72773,     0.72873,     0.72973,     0.73073,     0.73173,     0.73273,     0.73373,     0.73473,     0.73574,     0.73674,     0.73774,     0.73874,     0.73974,     0.74074,     0.74174,     0.74274,     0.74374,\n",
       "           0.74474,     0.74575,     0.74675,     0.74775,     0.74875,     0.74975,     0.75075,     0.75175,     0.75275,     0.75375,     0.75475,     0.75576,     0.75676,     0.75776,     0.75876,     0.75976,     0.76076,     0.76176,     0.76276,     0.76376,     0.76476,     0.76577,     0.76677,     0.76777,\n",
       "           0.76877,     0.76977,     0.77077,     0.77177,     0.77277,     0.77377,     0.77477,     0.77578,     0.77678,     0.77778,     0.77878,     0.77978,     0.78078,     0.78178,     0.78278,     0.78378,     0.78478,     0.78579,     0.78679,     0.78779,     0.78879,     0.78979,     0.79079,     0.79179,\n",
       "           0.79279,     0.79379,     0.79479,      0.7958,      0.7968,      0.7978,      0.7988,      0.7998,      0.8008,      0.8018,      0.8028,      0.8038,      0.8048,     0.80581,     0.80681,     0.80781,     0.80881,     0.80981,     0.81081,     0.81181,     0.81281,     0.81381,     0.81481,     0.81582,\n",
       "           0.81682,     0.81782,     0.81882,     0.81982,     0.82082,     0.82182,     0.82282,     0.82382,     0.82482,     0.82583,     0.82683,     0.82783,     0.82883,     0.82983,     0.83083,     0.83183,     0.83283,     0.83383,     0.83483,     0.83584,     0.83684,     0.83784,     0.83884,     0.83984,\n",
       "           0.84084,     0.84184,     0.84284,     0.84384,     0.84484,     0.84585,     0.84685,     0.84785,     0.84885,     0.84985,     0.85085,     0.85185,     0.85285,     0.85385,     0.85485,     0.85586,     0.85686,     0.85786,     0.85886,     0.85986,     0.86086,     0.86186,     0.86286,     0.86386,\n",
       "           0.86486,     0.86587,     0.86687,     0.86787,     0.86887,     0.86987,     0.87087,     0.87187,     0.87287,     0.87387,     0.87487,     0.87588,     0.87688,     0.87788,     0.87888,     0.87988,     0.88088,     0.88188,     0.88288,     0.88388,     0.88488,     0.88589,     0.88689,     0.88789,\n",
       "           0.88889,     0.88989,     0.89089,     0.89189,     0.89289,     0.89389,     0.89489,      0.8959,      0.8969,      0.8979,      0.8989,      0.8999,      0.9009,      0.9019,      0.9029,      0.9039,      0.9049,     0.90591,     0.90691,     0.90791,     0.90891,     0.90991,     0.91091,     0.91191,\n",
       "           0.91291,     0.91391,     0.91491,     0.91592,     0.91692,     0.91792,     0.91892,     0.91992,     0.92092,     0.92192,     0.92292,     0.92392,     0.92492,     0.92593,     0.92693,     0.92793,     0.92893,     0.92993,     0.93093,     0.93193,     0.93293,     0.93393,     0.93493,     0.93594,\n",
       "           0.93694,     0.93794,     0.93894,     0.93994,     0.94094,     0.94194,     0.94294,     0.94394,     0.94494,     0.94595,     0.94695,     0.94795,     0.94895,     0.94995,     0.95095,     0.95195,     0.95295,     0.95395,     0.95495,     0.95596,     0.95696,     0.95796,     0.95896,     0.95996,\n",
       "           0.96096,     0.96196,     0.96296,     0.96396,     0.96496,     0.96597,     0.96697,     0.96797,     0.96897,     0.96997,     0.97097,     0.97197,     0.97297,     0.97397,     0.97497,     0.97598,     0.97698,     0.97798,     0.97898,     0.97998,     0.98098,     0.98198,     0.98298,     0.98398,\n",
       "           0.98498,     0.98599,     0.98699,     0.98799,     0.98899,     0.98999,     0.99099,     0.99199,     0.99299,     0.99399,     0.99499,       0.996,       0.997,       0.998,       0.999,           1]), array([[          1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,\n",
       "                  1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,\n",
       "                  1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,\n",
       "                  1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,\n",
       "                  1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,\n",
       "                  1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,\n",
       "                  1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,\n",
       "                  1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,\n",
       "                  1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,\n",
       "                  1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,\n",
       "                  1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,\n",
       "                  1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,\n",
       "                  1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,\n",
       "                  1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,\n",
       "                  1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,\n",
       "                  1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,\n",
       "                  1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,\n",
       "                  1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,\n",
       "                  1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,\n",
       "                  1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,\n",
       "                  1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,\n",
       "                  1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,\n",
       "                  1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,\n",
       "                  1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,\n",
       "                  1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,\n",
       "                  1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,\n",
       "                  1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,\n",
       "                  1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,\n",
       "                  1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,\n",
       "                  1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,\n",
       "                  1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,\n",
       "                  1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,\n",
       "                  1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,\n",
       "                  1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,\n",
       "                  1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,\n",
       "                  1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,\n",
       "                  1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,\n",
       "                  1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,\n",
       "                  1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,\n",
       "                  1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,     0.31967,     0.31612,     0.31257,     0.30902,     0.30547,     0.30191,     0.29836,     0.29481,     0.29126,     0.28771,     0.28416,\n",
       "             0.2806,     0.27705,      0.2735,     0.26995,      0.2664,     0.26284,     0.25929,     0.25574,     0.25219,     0.24864,     0.24508,     0.24153,     0.23798,     0.23443,     0.23088,     0.22732,     0.22377,     0.22022,     0.21667,     0.21312,     0.20956,     0.20601,     0.20246,\n",
       "            0.19891,     0.19536,      0.1918,     0.18825,      0.1847,     0.18115,      0.1776,     0.17405,     0.17049,     0.16694,     0.16339,     0.15984,     0.15629,     0.15273,     0.14918,     0.14563,     0.14208,     0.13853,     0.13497,     0.13142,     0.12787,     0.12432,     0.12077,\n",
       "            0.11721,     0.11366,     0.11011,     0.10656,     0.10301,    0.099454,    0.095902,     0.09235,    0.088798,    0.085247,    0.081695,    0.078143,    0.074591,    0.071039,    0.067487,    0.063935,    0.060383,    0.056831,    0.053279,    0.049727,    0.046175,    0.042623,    0.039071,\n",
       "           0.035519,    0.031967,    0.028416,    0.024864,    0.021312,     0.01776,    0.014208,    0.010656,   0.0071039,   0.0035519,           0]]), 'Recall', 'Precision'], [array([          0,    0.001001,    0.002002,    0.003003,    0.004004,    0.005005,    0.006006,    0.007007,    0.008008,    0.009009,     0.01001,    0.011011,    0.012012,    0.013013,    0.014014,    0.015015,    0.016016,    0.017017,    0.018018,    0.019019,     0.02002,    0.021021,    0.022022,    0.023023,\n",
       "          0.024024,    0.025025,    0.026026,    0.027027,    0.028028,    0.029029,     0.03003,    0.031031,    0.032032,    0.033033,    0.034034,    0.035035,    0.036036,    0.037037,    0.038038,    0.039039,     0.04004,    0.041041,    0.042042,    0.043043,    0.044044,    0.045045,    0.046046,    0.047047,\n",
       "          0.048048,    0.049049,     0.05005,    0.051051,    0.052052,    0.053053,    0.054054,    0.055055,    0.056056,    0.057057,    0.058058,    0.059059,     0.06006,    0.061061,    0.062062,    0.063063,    0.064064,    0.065065,    0.066066,    0.067067,    0.068068,    0.069069,     0.07007,    0.071071,\n",
       "          0.072072,    0.073073,    0.074074,    0.075075,    0.076076,    0.077077,    0.078078,    0.079079,     0.08008,    0.081081,    0.082082,    0.083083,    0.084084,    0.085085,    0.086086,    0.087087,    0.088088,    0.089089,     0.09009,    0.091091,    0.092092,    0.093093,    0.094094,    0.095095,\n",
       "          0.096096,    0.097097,    0.098098,    0.099099,      0.1001,      0.1011,      0.1021,      0.1031,      0.1041,     0.10511,     0.10611,     0.10711,     0.10811,     0.10911,     0.11011,     0.11111,     0.11211,     0.11311,     0.11411,     0.11512,     0.11612,     0.11712,     0.11812,     0.11912,\n",
       "           0.12012,     0.12112,     0.12212,     0.12312,     0.12412,     0.12513,     0.12613,     0.12713,     0.12813,     0.12913,     0.13013,     0.13113,     0.13213,     0.13313,     0.13413,     0.13514,     0.13614,     0.13714,     0.13814,     0.13914,     0.14014,     0.14114,     0.14214,     0.14314,\n",
       "           0.14414,     0.14515,     0.14615,     0.14715,     0.14815,     0.14915,     0.15015,     0.15115,     0.15215,     0.15315,     0.15415,     0.15516,     0.15616,     0.15716,     0.15816,     0.15916,     0.16016,     0.16116,     0.16216,     0.16316,     0.16416,     0.16517,     0.16617,     0.16717,\n",
       "           0.16817,     0.16917,     0.17017,     0.17117,     0.17217,     0.17317,     0.17417,     0.17518,     0.17618,     0.17718,     0.17818,     0.17918,     0.18018,     0.18118,     0.18218,     0.18318,     0.18418,     0.18519,     0.18619,     0.18719,     0.18819,     0.18919,     0.19019,     0.19119,\n",
       "           0.19219,     0.19319,     0.19419,      0.1952,      0.1962,      0.1972,      0.1982,      0.1992,      0.2002,      0.2012,      0.2022,      0.2032,      0.2042,     0.20521,     0.20621,     0.20721,     0.20821,     0.20921,     0.21021,     0.21121,     0.21221,     0.21321,     0.21421,     0.21522,\n",
       "           0.21622,     0.21722,     0.21822,     0.21922,     0.22022,     0.22122,     0.22222,     0.22322,     0.22422,     0.22523,     0.22623,     0.22723,     0.22823,     0.22923,     0.23023,     0.23123,     0.23223,     0.23323,     0.23423,     0.23524,     0.23624,     0.23724,     0.23824,     0.23924,\n",
       "           0.24024,     0.24124,     0.24224,     0.24324,     0.24424,     0.24525,     0.24625,     0.24725,     0.24825,     0.24925,     0.25025,     0.25125,     0.25225,     0.25325,     0.25425,     0.25526,     0.25626,     0.25726,     0.25826,     0.25926,     0.26026,     0.26126,     0.26226,     0.26326,\n",
       "           0.26426,     0.26527,     0.26627,     0.26727,     0.26827,     0.26927,     0.27027,     0.27127,     0.27227,     0.27327,     0.27427,     0.27528,     0.27628,     0.27728,     0.27828,     0.27928,     0.28028,     0.28128,     0.28228,     0.28328,     0.28428,     0.28529,     0.28629,     0.28729,\n",
       "           0.28829,     0.28929,     0.29029,     0.29129,     0.29229,     0.29329,     0.29429,      0.2953,      0.2963,      0.2973,      0.2983,      0.2993,      0.3003,      0.3013,      0.3023,      0.3033,      0.3043,     0.30531,     0.30631,     0.30731,     0.30831,     0.30931,     0.31031,     0.31131,\n",
       "           0.31231,     0.31331,     0.31431,     0.31532,     0.31632,     0.31732,     0.31832,     0.31932,     0.32032,     0.32132,     0.32232,     0.32332,     0.32432,     0.32533,     0.32633,     0.32733,     0.32833,     0.32933,     0.33033,     0.33133,     0.33233,     0.33333,     0.33433,     0.33534,\n",
       "           0.33634,     0.33734,     0.33834,     0.33934,     0.34034,     0.34134,     0.34234,     0.34334,     0.34434,     0.34535,     0.34635,     0.34735,     0.34835,     0.34935,     0.35035,     0.35135,     0.35235,     0.35335,     0.35435,     0.35536,     0.35636,     0.35736,     0.35836,     0.35936,\n",
       "           0.36036,     0.36136,     0.36236,     0.36336,     0.36436,     0.36537,     0.36637,     0.36737,     0.36837,     0.36937,     0.37037,     0.37137,     0.37237,     0.37337,     0.37437,     0.37538,     0.37638,     0.37738,     0.37838,     0.37938,     0.38038,     0.38138,     0.38238,     0.38338,\n",
       "           0.38438,     0.38539,     0.38639,     0.38739,     0.38839,     0.38939,     0.39039,     0.39139,     0.39239,     0.39339,     0.39439,      0.3954,      0.3964,      0.3974,      0.3984,      0.3994,      0.4004,      0.4014,      0.4024,      0.4034,      0.4044,     0.40541,     0.40641,     0.40741,\n",
       "           0.40841,     0.40941,     0.41041,     0.41141,     0.41241,     0.41341,     0.41441,     0.41542,     0.41642,     0.41742,     0.41842,     0.41942,     0.42042,     0.42142,     0.42242,     0.42342,     0.42442,     0.42543,     0.42643,     0.42743,     0.42843,     0.42943,     0.43043,     0.43143,\n",
       "           0.43243,     0.43343,     0.43443,     0.43544,     0.43644,     0.43744,     0.43844,     0.43944,     0.44044,     0.44144,     0.44244,     0.44344,     0.44444,     0.44545,     0.44645,     0.44745,     0.44845,     0.44945,     0.45045,     0.45145,     0.45245,     0.45345,     0.45445,     0.45546,\n",
       "           0.45646,     0.45746,     0.45846,     0.45946,     0.46046,     0.46146,     0.46246,     0.46346,     0.46446,     0.46547,     0.46647,     0.46747,     0.46847,     0.46947,     0.47047,     0.47147,     0.47247,     0.47347,     0.47447,     0.47548,     0.47648,     0.47748,     0.47848,     0.47948,\n",
       "           0.48048,     0.48148,     0.48248,     0.48348,     0.48448,     0.48549,     0.48649,     0.48749,     0.48849,     0.48949,     0.49049,     0.49149,     0.49249,     0.49349,     0.49449,      0.4955,      0.4965,      0.4975,      0.4985,      0.4995,      0.5005,      0.5015,      0.5025,      0.5035,\n",
       "            0.5045,     0.50551,     0.50651,     0.50751,     0.50851,     0.50951,     0.51051,     0.51151,     0.51251,     0.51351,     0.51451,     0.51552,     0.51652,     0.51752,     0.51852,     0.51952,     0.52052,     0.52152,     0.52252,     0.52352,     0.52452,     0.52553,     0.52653,     0.52753,\n",
       "           0.52853,     0.52953,     0.53053,     0.53153,     0.53253,     0.53353,     0.53453,     0.53554,     0.53654,     0.53754,     0.53854,     0.53954,     0.54054,     0.54154,     0.54254,     0.54354,     0.54454,     0.54555,     0.54655,     0.54755,     0.54855,     0.54955,     0.55055,     0.55155,\n",
       "           0.55255,     0.55355,     0.55455,     0.55556,     0.55656,     0.55756,     0.55856,     0.55956,     0.56056,     0.56156,     0.56256,     0.56356,     0.56456,     0.56557,     0.56657,     0.56757,     0.56857,     0.56957,     0.57057,     0.57157,     0.57257,     0.57357,     0.57457,     0.57558,\n",
       "           0.57658,     0.57758,     0.57858,     0.57958,     0.58058,     0.58158,     0.58258,     0.58358,     0.58458,     0.58559,     0.58659,     0.58759,     0.58859,     0.58959,     0.59059,     0.59159,     0.59259,     0.59359,     0.59459,      0.5956,      0.5966,      0.5976,      0.5986,      0.5996,\n",
       "            0.6006,      0.6016,      0.6026,      0.6036,      0.6046,     0.60561,     0.60661,     0.60761,     0.60861,     0.60961,     0.61061,     0.61161,     0.61261,     0.61361,     0.61461,     0.61562,     0.61662,     0.61762,     0.61862,     0.61962,     0.62062,     0.62162,     0.62262,     0.62362,\n",
       "           0.62462,     0.62563,     0.62663,     0.62763,     0.62863,     0.62963,     0.63063,     0.63163,     0.63263,     0.63363,     0.63463,     0.63564,     0.63664,     0.63764,     0.63864,     0.63964,     0.64064,     0.64164,     0.64264,     0.64364,     0.64464,     0.64565,     0.64665,     0.64765,\n",
       "           0.64865,     0.64965,     0.65065,     0.65165,     0.65265,     0.65365,     0.65465,     0.65566,     0.65666,     0.65766,     0.65866,     0.65966,     0.66066,     0.66166,     0.66266,     0.66366,     0.66466,     0.66567,     0.66667,     0.66767,     0.66867,     0.66967,     0.67067,     0.67167,\n",
       "           0.67267,     0.67367,     0.67467,     0.67568,     0.67668,     0.67768,     0.67868,     0.67968,     0.68068,     0.68168,     0.68268,     0.68368,     0.68468,     0.68569,     0.68669,     0.68769,     0.68869,     0.68969,     0.69069,     0.69169,     0.69269,     0.69369,     0.69469,      0.6957,\n",
       "            0.6967,      0.6977,      0.6987,      0.6997,      0.7007,      0.7017,      0.7027,      0.7037,      0.7047,     0.70571,     0.70671,     0.70771,     0.70871,     0.70971,     0.71071,     0.71171,     0.71271,     0.71371,     0.71471,     0.71572,     0.71672,     0.71772,     0.71872,     0.71972,\n",
       "           0.72072,     0.72172,     0.72272,     0.72372,     0.72472,     0.72573,     0.72673,     0.72773,     0.72873,     0.72973,     0.73073,     0.73173,     0.73273,     0.73373,     0.73473,     0.73574,     0.73674,     0.73774,     0.73874,     0.73974,     0.74074,     0.74174,     0.74274,     0.74374,\n",
       "           0.74474,     0.74575,     0.74675,     0.74775,     0.74875,     0.74975,     0.75075,     0.75175,     0.75275,     0.75375,     0.75475,     0.75576,     0.75676,     0.75776,     0.75876,     0.75976,     0.76076,     0.76176,     0.76276,     0.76376,     0.76476,     0.76577,     0.76677,     0.76777,\n",
       "           0.76877,     0.76977,     0.77077,     0.77177,     0.77277,     0.77377,     0.77477,     0.77578,     0.77678,     0.77778,     0.77878,     0.77978,     0.78078,     0.78178,     0.78278,     0.78378,     0.78478,     0.78579,     0.78679,     0.78779,     0.78879,     0.78979,     0.79079,     0.79179,\n",
       "           0.79279,     0.79379,     0.79479,      0.7958,      0.7968,      0.7978,      0.7988,      0.7998,      0.8008,      0.8018,      0.8028,      0.8038,      0.8048,     0.80581,     0.80681,     0.80781,     0.80881,     0.80981,     0.81081,     0.81181,     0.81281,     0.81381,     0.81481,     0.81582,\n",
       "           0.81682,     0.81782,     0.81882,     0.81982,     0.82082,     0.82182,     0.82282,     0.82382,     0.82482,     0.82583,     0.82683,     0.82783,     0.82883,     0.82983,     0.83083,     0.83183,     0.83283,     0.83383,     0.83483,     0.83584,     0.83684,     0.83784,     0.83884,     0.83984,\n",
       "           0.84084,     0.84184,     0.84284,     0.84384,     0.84484,     0.84585,     0.84685,     0.84785,     0.84885,     0.84985,     0.85085,     0.85185,     0.85285,     0.85385,     0.85485,     0.85586,     0.85686,     0.85786,     0.85886,     0.85986,     0.86086,     0.86186,     0.86286,     0.86386,\n",
       "           0.86486,     0.86587,     0.86687,     0.86787,     0.86887,     0.86987,     0.87087,     0.87187,     0.87287,     0.87387,     0.87487,     0.87588,     0.87688,     0.87788,     0.87888,     0.87988,     0.88088,     0.88188,     0.88288,     0.88388,     0.88488,     0.88589,     0.88689,     0.88789,\n",
       "           0.88889,     0.88989,     0.89089,     0.89189,     0.89289,     0.89389,     0.89489,      0.8959,      0.8969,      0.8979,      0.8989,      0.8999,      0.9009,      0.9019,      0.9029,      0.9039,      0.9049,     0.90591,     0.90691,     0.90791,     0.90891,     0.90991,     0.91091,     0.91191,\n",
       "           0.91291,     0.91391,     0.91491,     0.91592,     0.91692,     0.91792,     0.91892,     0.91992,     0.92092,     0.92192,     0.92292,     0.92392,     0.92492,     0.92593,     0.92693,     0.92793,     0.92893,     0.92993,     0.93093,     0.93193,     0.93293,     0.93393,     0.93493,     0.93594,\n",
       "           0.93694,     0.93794,     0.93894,     0.93994,     0.94094,     0.94194,     0.94294,     0.94394,     0.94494,     0.94595,     0.94695,     0.94795,     0.94895,     0.94995,     0.95095,     0.95195,     0.95295,     0.95395,     0.95495,     0.95596,     0.95696,     0.95796,     0.95896,     0.95996,\n",
       "           0.96096,     0.96196,     0.96296,     0.96396,     0.96496,     0.96597,     0.96697,     0.96797,     0.96897,     0.96997,     0.97097,     0.97197,     0.97297,     0.97397,     0.97497,     0.97598,     0.97698,     0.97798,     0.97898,     0.97998,     0.98098,     0.98198,     0.98298,     0.98398,\n",
       "           0.98498,     0.98599,     0.98699,     0.98799,     0.98899,     0.98999,     0.99099,     0.99199,     0.99299,     0.99399,     0.99499,       0.996,       0.997,       0.998,       0.999,           1]), array([[    0.47619,     0.47619,     0.53635,     0.57915,     0.63503,     0.64764,     0.65294,     0.65818,     0.66339,     0.68975,     0.69053,     0.69131,     0.69208,     0.69285,     0.69363,      0.6944,     0.69517,     0.69594,      0.6967,     0.69747,     0.69824,       0.699,     0.69976,\n",
       "            0.70053,     0.70129,     0.70205,     0.70281,     0.70357,     0.70432,     0.70508,     0.70584,     0.70659,     0.70734,      0.7081,     0.70885,      0.7096,     0.71035,      0.7111,     0.71184,     0.71259,     0.71333,     0.71408,     0.71441,     0.71457,     0.71474,     0.71491,\n",
       "            0.71508,     0.71524,     0.71541,     0.71558,     0.71575,     0.71591,     0.71608,     0.71625,     0.71641,     0.71658,     0.71675,     0.71692,     0.71708,     0.71725,     0.71742,     0.71758,     0.71775,     0.71792,     0.71808,     0.71825,     0.71842,     0.71858,     0.71875,\n",
       "            0.71891,     0.71908,     0.71925,     0.71941,     0.71958,     0.71975,     0.71991,     0.72008,     0.72024,     0.72041,     0.72057,     0.72074,     0.72091,     0.72107,     0.72124,      0.7214,     0.72157,     0.72173,      0.7219,     0.72206,     0.72223,      0.7224,     0.72256,\n",
       "            0.72273,     0.72289,     0.72306,     0.72322,     0.72339,     0.72355,     0.72372,     0.72388,     0.72405,     0.72421,     0.72437,     0.72454,      0.7247,     0.72487,     0.72503,      0.7252,     0.72536,     0.72553,     0.72569,     0.72585,     0.72602,     0.72618,     0.72635,\n",
       "            0.72651,     0.72667,     0.72684,       0.727,     0.72717,     0.72733,     0.72749,     0.72766,     0.72782,     0.72798,     0.72815,     0.72831,     0.72847,     0.72864,      0.7288,     0.72896,     0.72913,     0.72929,     0.72945,     0.72962,     0.72978,     0.72994,     0.73011,\n",
       "            0.73027,     0.73043,     0.73059,     0.73076,     0.73092,     0.73108,     0.73125,     0.73141,     0.73157,     0.73173,      0.7319,     0.73206,     0.73222,     0.73238,     0.73254,     0.73271,     0.73287,     0.73303,     0.73319,     0.73335,     0.73352,     0.73368,     0.73384,\n",
       "              0.734,     0.73416,     0.73433,     0.73449,     0.73465,     0.73481,     0.73497,     0.73513,     0.73529,     0.73546,     0.73562,     0.73578,     0.73594,      0.7361,     0.73626,     0.73642,     0.73658,     0.73674,     0.73691,     0.73707,     0.73723,     0.73739,     0.73755,\n",
       "            0.73771,     0.73787,     0.73803,     0.73819,     0.73835,     0.73851,     0.73867,     0.73883,     0.73899,     0.73915,     0.73931,     0.73947,     0.73963,     0.73979,     0.73995,     0.74011,     0.74027,     0.74043,     0.74059,     0.74261,     0.76601,     0.77048,     0.77194,\n",
       "            0.77339,     0.77484,     0.77628,     0.77772,     0.77915,     0.78058,     0.78201,     0.78343,     0.78485,     0.78627,     0.78768,     0.78909,     0.79049,     0.79189,     0.79329,     0.79468,     0.79607,     0.79745,     0.79883,     0.80009,     0.80068,     0.80127,     0.80185,\n",
       "            0.80244,     0.80302,     0.80361,     0.80419,     0.80478,     0.80536,     0.80594,     0.80652,      0.8071,     0.80768,     0.80826,     0.80884,     0.80942,        0.81,     0.81058,     0.81115,     0.81173,      0.8123,     0.81288,     0.81345,     0.81402,      0.8146,     0.81517,\n",
       "            0.81574,     0.81631,     0.81688,     0.81745,     0.81802,     0.81858,     0.81915,     0.81972,     0.82028,     0.82085,     0.82141,     0.82198,     0.82254,      0.8231,     0.82366,     0.82423,     0.82479,     0.82535,     0.82591,     0.82646,     0.82702,     0.82758,     0.82814,\n",
       "            0.82869,     0.82925,      0.8298,     0.83036,     0.83091,     0.83147,     0.83202,     0.83257,     0.83312,     0.83349,     0.83375,     0.83401,     0.83427,     0.83453,     0.83479,     0.83505,     0.83531,     0.83557,     0.83583,     0.83609,     0.83635,     0.83661,     0.83687,\n",
       "            0.83713,     0.83739,     0.83764,      0.8379,     0.83816,     0.83842,     0.83868,     0.83893,     0.83919,     0.83945,     0.83971,     0.83996,     0.84022,     0.84048,     0.84073,     0.84099,     0.84125,      0.8415,     0.84176,     0.84201,     0.84227,     0.84253,     0.84278,\n",
       "            0.84304,     0.84329,     0.84355,      0.8438,     0.84406,     0.84431,     0.84457,     0.84482,     0.84508,     0.84533,     0.84558,     0.84584,     0.84609,     0.84635,      0.8466,     0.84685,     0.84711,     0.84736,     0.84761,     0.84787,     0.84812,     0.84837,     0.84862,\n",
       "            0.84888,     0.84913,     0.84938,     0.84963,     0.84988,     0.85014,     0.85039,     0.85064,     0.85089,     0.85114,     0.85139,     0.85164,     0.85189,     0.85215,      0.8524,     0.85265,      0.8529,     0.85315,      0.8534,     0.85365,      0.8539,     0.85415,      0.8544,\n",
       "            0.85465,      0.8549,     0.85514,     0.85539,     0.85564,     0.85589,     0.85614,     0.85639,     0.85664,     0.85688,     0.85713,     0.85738,     0.85763,     0.85788,     0.85812,     0.85837,     0.85862,     0.85887,     0.85911,     0.85936,     0.85961,     0.85985,      0.8601,\n",
       "            0.86035,     0.86059,     0.86084,     0.86109,     0.86133,     0.86158,     0.86182,     0.86207,     0.86231,     0.86256,     0.86281,     0.86305,      0.8633,     0.86354,     0.86378,     0.86403,     0.86427,     0.86452,     0.86476,     0.86501,     0.86525,     0.86549,     0.86574,\n",
       "            0.86598,     0.86623,     0.86647,     0.86671,     0.86695,      0.8672,     0.86744,     0.86768,     0.86793,     0.86817,     0.86841,     0.86865,      0.8689,     0.86914,     0.86938,     0.86961,     0.86983,     0.87004,     0.87025,     0.87046,     0.87067,     0.87089,      0.8711,\n",
       "            0.87131,     0.87152,     0.87173,     0.87194,     0.87216,     0.87237,     0.87258,     0.87279,       0.873,     0.87321,     0.87342,     0.87363,     0.87384,     0.87405,     0.87426,     0.87447,     0.87468,      0.8749,     0.87511,     0.87531,     0.87552,     0.87573,     0.87594,\n",
       "            0.87615,     0.87636,     0.87657,     0.87678,     0.87699,      0.8772,     0.87741,     0.87762,     0.87783,     0.87804,     0.87824,     0.87845,     0.87866,     0.87887,     0.87908,     0.87929,     0.87949,      0.8797,     0.87991,     0.88012,     0.88033,     0.88053,     0.88074,\n",
       "            0.88095,     0.88116,     0.88136,     0.88157,     0.88178,     0.88198,     0.88219,      0.8824,      0.8826,     0.88281,     0.88302,     0.88322,     0.88343,     0.88364,     0.88384,     0.88405,     0.88425,     0.88446,     0.88467,     0.88487,     0.88508,     0.88528,     0.88549,\n",
       "            0.88569,      0.8859,      0.8861,     0.88631,     0.88651,     0.88672,     0.88692,     0.88713,     0.88733,     0.88754,     0.88774,     0.88795,     0.88815,     0.88835,     0.88856,     0.88876,     0.88897,     0.88917,     0.88937,     0.88958,     0.88978,     0.88998,     0.89019,\n",
       "            0.89039,     0.89059,      0.8908,       0.891,      0.8912,     0.89141,     0.89161,     0.89181,     0.89201,     0.89222,     0.89242,     0.89262,     0.89282,     0.89303,     0.89323,     0.89343,     0.89363,     0.89383,     0.89403,     0.89424,     0.89444,     0.89464,     0.89484,\n",
       "            0.89504,     0.89524,     0.89544,     0.89564,     0.89585,     0.89605,     0.89625,     0.89645,     0.89665,     0.89685,     0.89705,     0.89725,     0.89745,     0.89765,     0.89785,     0.89805,     0.89825,     0.89845,     0.89865,     0.89885,     0.89905,     0.89925,     0.89945,\n",
       "            0.89965,     0.89984,     0.90004,     0.90024,     0.90044,     0.90064,     0.90084,     0.90104,     0.90124,     0.90143,     0.90163,     0.90183,     0.90203,     0.90223,     0.90243,     0.90262,     0.90282,     0.90302,     0.90322,     0.90341,     0.90361,     0.90381,     0.90401,\n",
       "             0.9042,      0.9044,      0.9046,      0.9048,     0.90499,     0.90519,     0.90539,     0.90558,     0.90578,     0.90598,     0.90617,     0.90637,     0.90656,     0.90676,     0.90696,     0.90715,     0.90735,     0.90754,     0.90774,     0.90794,     0.90813,     0.90833,     0.90852,\n",
       "            0.90872,     0.90891,     0.90926,      0.9112,     0.91313,     0.91505,     0.91696,     0.91886,     0.92076,     0.92265,     0.92453,      0.9264,     0.92826,     0.93012,     0.93197,     0.93381,     0.93564,     0.93747,     0.93929,      0.9411,      0.9429,      0.9447,     0.94649,\n",
       "            0.94827,     0.95004,     0.95181,     0.95218,     0.95188,     0.95158,     0.95127,     0.95097,     0.95067,     0.95037,     0.95007,     0.94977,     0.94946,     0.94916,     0.94886,     0.94855,     0.94825,     0.94795,     0.94764,     0.94734,     0.94704,     0.94673,     0.94643,\n",
       "            0.94613,     0.94582,     0.94552,     0.94521,     0.94491,      0.9446,      0.9443,     0.94399,     0.94368,     0.94338,     0.94307,     0.94277,     0.94246,     0.94215,     0.94185,     0.94154,     0.94123,     0.94092,     0.94062,     0.94031,        0.94,     0.93969,     0.93939,\n",
       "            0.93908,     0.93877,     0.93846,     0.93815,     0.93784,     0.93753,     0.93722,     0.93691,      0.9366,     0.93629,     0.93598,     0.93567,     0.93536,     0.93505,     0.93474,     0.93443,     0.93412,     0.93381,      0.9335,     0.93318,     0.93287,     0.93256,     0.93225,\n",
       "            0.93193,     0.93162,     0.93131,       0.931,     0.93068,     0.93037,     0.93006,     0.92974,     0.92943,     0.92911,      0.9288,     0.92848,     0.92817,     0.92785,     0.92754,     0.92722,     0.92691,     0.92659,     0.92628,     0.92596,     0.92564,     0.92533,     0.92501,\n",
       "            0.92469,     0.92438,     0.92406,     0.92374,     0.92343,     0.92311,     0.92279,     0.92247,     0.92215,     0.92183,     0.92152,      0.9212,     0.92088,     0.92056,     0.92024,     0.91992,      0.9196,     0.91928,     0.91896,     0.91864,     0.91832,       0.918,     0.91768,\n",
       "            0.91736,     0.91703,     0.91671,     0.91639,     0.91607,     0.91575,     0.91543,      0.9151,     0.91478,     0.91446,     0.91413,     0.91381,     0.91349,     0.91316,     0.91284,     0.91252,     0.91219,     0.91187,     0.91154,     0.91122,     0.91089,     0.91057,     0.91024,\n",
       "            0.90992,     0.90959,     0.90926,     0.90894,     0.90861,     0.90829,     0.90796,     0.90763,     0.90731,     0.90698,     0.90665,     0.90632,     0.90599,     0.90567,     0.90534,     0.90501,     0.90468,     0.90435,     0.90402,     0.90369,     0.90336,     0.90303,      0.9027,\n",
       "            0.90237,     0.90204,     0.90171,     0.90138,     0.90105,     0.90072,     0.90039,     0.90006,     0.89555,     0.89011,     0.88462,     0.87907,     0.87347,     0.86781,     0.86209,     0.85632,     0.85049,     0.84459,      0.8369,     0.82782,      0.8186,     0.80924,     0.79973,\n",
       "            0.79006,     0.78024,     0.77509,     0.77149,     0.76788,     0.76424,     0.76058,      0.7569,     0.75319,     0.74947,     0.74572,     0.74195,     0.73816,     0.73434,      0.7305,     0.72664,     0.72275,     0.71884,     0.71491,     0.71095,     0.70697,     0.68275,      0.6496,\n",
       "            0.61932,     0.59929,     0.57868,     0.55745,     0.53558,     0.52893,     0.52399,     0.51902,     0.51402,     0.50898,     0.50391,     0.49881,     0.49367,      0.4885,     0.48329,     0.47804,     0.47276,     0.46744,     0.46208,     0.45669,     0.45125,     0.44578,     0.44027,\n",
       "            0.43472,     0.42914,     0.42227,     0.41521,     0.40809,      0.4009,     0.39365,     0.38633,     0.37894,     0.37149,     0.36396,     0.35637,     0.34871,     0.34097,     0.33316,     0.32528,     0.31732,     0.30929,     0.30118,     0.29299,     0.28472,     0.27637,     0.26794,\n",
       "            0.25943,     0.25083,     0.24215,     0.23338,     0.22453,     0.21558,     0.20654,     0.19741,     0.18819,     0.17887,     0.16946,           0,           0,           0,           0,           0,           0,           0,           0,           0,           0,           0,           0,\n",
       "                  0,           0,           0,           0,           0,           0,           0,           0,           0,           0,           0,           0,           0,           0,           0,           0,           0,           0,           0,           0,           0,           0,           0,\n",
       "                  0,           0,           0,           0,           0,           0,           0,           0,           0,           0,           0,           0,           0,           0,           0,           0,           0,           0,           0,           0,           0,           0,           0,\n",
       "                  0,           0,           0,           0,           0,           0,           0,           0,           0,           0,           0,           0,           0,           0,           0,           0,           0,           0,           0,           0,           0,           0,           0,\n",
       "                  0,           0,           0,           0,           0,           0,           0,           0,           0,           0,           0]]), 'Confidence', 'F1'], [array([          0,    0.001001,    0.002002,    0.003003,    0.004004,    0.005005,    0.006006,    0.007007,    0.008008,    0.009009,     0.01001,    0.011011,    0.012012,    0.013013,    0.014014,    0.015015,    0.016016,    0.017017,    0.018018,    0.019019,     0.02002,    0.021021,    0.022022,    0.023023,\n",
       "          0.024024,    0.025025,    0.026026,    0.027027,    0.028028,    0.029029,     0.03003,    0.031031,    0.032032,    0.033033,    0.034034,    0.035035,    0.036036,    0.037037,    0.038038,    0.039039,     0.04004,    0.041041,    0.042042,    0.043043,    0.044044,    0.045045,    0.046046,    0.047047,\n",
       "          0.048048,    0.049049,     0.05005,    0.051051,    0.052052,    0.053053,    0.054054,    0.055055,    0.056056,    0.057057,    0.058058,    0.059059,     0.06006,    0.061061,    0.062062,    0.063063,    0.064064,    0.065065,    0.066066,    0.067067,    0.068068,    0.069069,     0.07007,    0.071071,\n",
       "          0.072072,    0.073073,    0.074074,    0.075075,    0.076076,    0.077077,    0.078078,    0.079079,     0.08008,    0.081081,    0.082082,    0.083083,    0.084084,    0.085085,    0.086086,    0.087087,    0.088088,    0.089089,     0.09009,    0.091091,    0.092092,    0.093093,    0.094094,    0.095095,\n",
       "          0.096096,    0.097097,    0.098098,    0.099099,      0.1001,      0.1011,      0.1021,      0.1031,      0.1041,     0.10511,     0.10611,     0.10711,     0.10811,     0.10911,     0.11011,     0.11111,     0.11211,     0.11311,     0.11411,     0.11512,     0.11612,     0.11712,     0.11812,     0.11912,\n",
       "           0.12012,     0.12112,     0.12212,     0.12312,     0.12412,     0.12513,     0.12613,     0.12713,     0.12813,     0.12913,     0.13013,     0.13113,     0.13213,     0.13313,     0.13413,     0.13514,     0.13614,     0.13714,     0.13814,     0.13914,     0.14014,     0.14114,     0.14214,     0.14314,\n",
       "           0.14414,     0.14515,     0.14615,     0.14715,     0.14815,     0.14915,     0.15015,     0.15115,     0.15215,     0.15315,     0.15415,     0.15516,     0.15616,     0.15716,     0.15816,     0.15916,     0.16016,     0.16116,     0.16216,     0.16316,     0.16416,     0.16517,     0.16617,     0.16717,\n",
       "           0.16817,     0.16917,     0.17017,     0.17117,     0.17217,     0.17317,     0.17417,     0.17518,     0.17618,     0.17718,     0.17818,     0.17918,     0.18018,     0.18118,     0.18218,     0.18318,     0.18418,     0.18519,     0.18619,     0.18719,     0.18819,     0.18919,     0.19019,     0.19119,\n",
       "           0.19219,     0.19319,     0.19419,      0.1952,      0.1962,      0.1972,      0.1982,      0.1992,      0.2002,      0.2012,      0.2022,      0.2032,      0.2042,     0.20521,     0.20621,     0.20721,     0.20821,     0.20921,     0.21021,     0.21121,     0.21221,     0.21321,     0.21421,     0.21522,\n",
       "           0.21622,     0.21722,     0.21822,     0.21922,     0.22022,     0.22122,     0.22222,     0.22322,     0.22422,     0.22523,     0.22623,     0.22723,     0.22823,     0.22923,     0.23023,     0.23123,     0.23223,     0.23323,     0.23423,     0.23524,     0.23624,     0.23724,     0.23824,     0.23924,\n",
       "           0.24024,     0.24124,     0.24224,     0.24324,     0.24424,     0.24525,     0.24625,     0.24725,     0.24825,     0.24925,     0.25025,     0.25125,     0.25225,     0.25325,     0.25425,     0.25526,     0.25626,     0.25726,     0.25826,     0.25926,     0.26026,     0.26126,     0.26226,     0.26326,\n",
       "           0.26426,     0.26527,     0.26627,     0.26727,     0.26827,     0.26927,     0.27027,     0.27127,     0.27227,     0.27327,     0.27427,     0.27528,     0.27628,     0.27728,     0.27828,     0.27928,     0.28028,     0.28128,     0.28228,     0.28328,     0.28428,     0.28529,     0.28629,     0.28729,\n",
       "           0.28829,     0.28929,     0.29029,     0.29129,     0.29229,     0.29329,     0.29429,      0.2953,      0.2963,      0.2973,      0.2983,      0.2993,      0.3003,      0.3013,      0.3023,      0.3033,      0.3043,     0.30531,     0.30631,     0.30731,     0.30831,     0.30931,     0.31031,     0.31131,\n",
       "           0.31231,     0.31331,     0.31431,     0.31532,     0.31632,     0.31732,     0.31832,     0.31932,     0.32032,     0.32132,     0.32232,     0.32332,     0.32432,     0.32533,     0.32633,     0.32733,     0.32833,     0.32933,     0.33033,     0.33133,     0.33233,     0.33333,     0.33433,     0.33534,\n",
       "           0.33634,     0.33734,     0.33834,     0.33934,     0.34034,     0.34134,     0.34234,     0.34334,     0.34434,     0.34535,     0.34635,     0.34735,     0.34835,     0.34935,     0.35035,     0.35135,     0.35235,     0.35335,     0.35435,     0.35536,     0.35636,     0.35736,     0.35836,     0.35936,\n",
       "           0.36036,     0.36136,     0.36236,     0.36336,     0.36436,     0.36537,     0.36637,     0.36737,     0.36837,     0.36937,     0.37037,     0.37137,     0.37237,     0.37337,     0.37437,     0.37538,     0.37638,     0.37738,     0.37838,     0.37938,     0.38038,     0.38138,     0.38238,     0.38338,\n",
       "           0.38438,     0.38539,     0.38639,     0.38739,     0.38839,     0.38939,     0.39039,     0.39139,     0.39239,     0.39339,     0.39439,      0.3954,      0.3964,      0.3974,      0.3984,      0.3994,      0.4004,      0.4014,      0.4024,      0.4034,      0.4044,     0.40541,     0.40641,     0.40741,\n",
       "           0.40841,     0.40941,     0.41041,     0.41141,     0.41241,     0.41341,     0.41441,     0.41542,     0.41642,     0.41742,     0.41842,     0.41942,     0.42042,     0.42142,     0.42242,     0.42342,     0.42442,     0.42543,     0.42643,     0.42743,     0.42843,     0.42943,     0.43043,     0.43143,\n",
       "           0.43243,     0.43343,     0.43443,     0.43544,     0.43644,     0.43744,     0.43844,     0.43944,     0.44044,     0.44144,     0.44244,     0.44344,     0.44444,     0.44545,     0.44645,     0.44745,     0.44845,     0.44945,     0.45045,     0.45145,     0.45245,     0.45345,     0.45445,     0.45546,\n",
       "           0.45646,     0.45746,     0.45846,     0.45946,     0.46046,     0.46146,     0.46246,     0.46346,     0.46446,     0.46547,     0.46647,     0.46747,     0.46847,     0.46947,     0.47047,     0.47147,     0.47247,     0.47347,     0.47447,     0.47548,     0.47648,     0.47748,     0.47848,     0.47948,\n",
       "           0.48048,     0.48148,     0.48248,     0.48348,     0.48448,     0.48549,     0.48649,     0.48749,     0.48849,     0.48949,     0.49049,     0.49149,     0.49249,     0.49349,     0.49449,      0.4955,      0.4965,      0.4975,      0.4985,      0.4995,      0.5005,      0.5015,      0.5025,      0.5035,\n",
       "            0.5045,     0.50551,     0.50651,     0.50751,     0.50851,     0.50951,     0.51051,     0.51151,     0.51251,     0.51351,     0.51451,     0.51552,     0.51652,     0.51752,     0.51852,     0.51952,     0.52052,     0.52152,     0.52252,     0.52352,     0.52452,     0.52553,     0.52653,     0.52753,\n",
       "           0.52853,     0.52953,     0.53053,     0.53153,     0.53253,     0.53353,     0.53453,     0.53554,     0.53654,     0.53754,     0.53854,     0.53954,     0.54054,     0.54154,     0.54254,     0.54354,     0.54454,     0.54555,     0.54655,     0.54755,     0.54855,     0.54955,     0.55055,     0.55155,\n",
       "           0.55255,     0.55355,     0.55455,     0.55556,     0.55656,     0.55756,     0.55856,     0.55956,     0.56056,     0.56156,     0.56256,     0.56356,     0.56456,     0.56557,     0.56657,     0.56757,     0.56857,     0.56957,     0.57057,     0.57157,     0.57257,     0.57357,     0.57457,     0.57558,\n",
       "           0.57658,     0.57758,     0.57858,     0.57958,     0.58058,     0.58158,     0.58258,     0.58358,     0.58458,     0.58559,     0.58659,     0.58759,     0.58859,     0.58959,     0.59059,     0.59159,     0.59259,     0.59359,     0.59459,      0.5956,      0.5966,      0.5976,      0.5986,      0.5996,\n",
       "            0.6006,      0.6016,      0.6026,      0.6036,      0.6046,     0.60561,     0.60661,     0.60761,     0.60861,     0.60961,     0.61061,     0.61161,     0.61261,     0.61361,     0.61461,     0.61562,     0.61662,     0.61762,     0.61862,     0.61962,     0.62062,     0.62162,     0.62262,     0.62362,\n",
       "           0.62462,     0.62563,     0.62663,     0.62763,     0.62863,     0.62963,     0.63063,     0.63163,     0.63263,     0.63363,     0.63463,     0.63564,     0.63664,     0.63764,     0.63864,     0.63964,     0.64064,     0.64164,     0.64264,     0.64364,     0.64464,     0.64565,     0.64665,     0.64765,\n",
       "           0.64865,     0.64965,     0.65065,     0.65165,     0.65265,     0.65365,     0.65465,     0.65566,     0.65666,     0.65766,     0.65866,     0.65966,     0.66066,     0.66166,     0.66266,     0.66366,     0.66466,     0.66567,     0.66667,     0.66767,     0.66867,     0.66967,     0.67067,     0.67167,\n",
       "           0.67267,     0.67367,     0.67467,     0.67568,     0.67668,     0.67768,     0.67868,     0.67968,     0.68068,     0.68168,     0.68268,     0.68368,     0.68468,     0.68569,     0.68669,     0.68769,     0.68869,     0.68969,     0.69069,     0.69169,     0.69269,     0.69369,     0.69469,      0.6957,\n",
       "            0.6967,      0.6977,      0.6987,      0.6997,      0.7007,      0.7017,      0.7027,      0.7037,      0.7047,     0.70571,     0.70671,     0.70771,     0.70871,     0.70971,     0.71071,     0.71171,     0.71271,     0.71371,     0.71471,     0.71572,     0.71672,     0.71772,     0.71872,     0.71972,\n",
       "           0.72072,     0.72172,     0.72272,     0.72372,     0.72472,     0.72573,     0.72673,     0.72773,     0.72873,     0.72973,     0.73073,     0.73173,     0.73273,     0.73373,     0.73473,     0.73574,     0.73674,     0.73774,     0.73874,     0.73974,     0.74074,     0.74174,     0.74274,     0.74374,\n",
       "           0.74474,     0.74575,     0.74675,     0.74775,     0.74875,     0.74975,     0.75075,     0.75175,     0.75275,     0.75375,     0.75475,     0.75576,     0.75676,     0.75776,     0.75876,     0.75976,     0.76076,     0.76176,     0.76276,     0.76376,     0.76476,     0.76577,     0.76677,     0.76777,\n",
       "           0.76877,     0.76977,     0.77077,     0.77177,     0.77277,     0.77377,     0.77477,     0.77578,     0.77678,     0.77778,     0.77878,     0.77978,     0.78078,     0.78178,     0.78278,     0.78378,     0.78478,     0.78579,     0.78679,     0.78779,     0.78879,     0.78979,     0.79079,     0.79179,\n",
       "           0.79279,     0.79379,     0.79479,      0.7958,      0.7968,      0.7978,      0.7988,      0.7998,      0.8008,      0.8018,      0.8028,      0.8038,      0.8048,     0.80581,     0.80681,     0.80781,     0.80881,     0.80981,     0.81081,     0.81181,     0.81281,     0.81381,     0.81481,     0.81582,\n",
       "           0.81682,     0.81782,     0.81882,     0.81982,     0.82082,     0.82182,     0.82282,     0.82382,     0.82482,     0.82583,     0.82683,     0.82783,     0.82883,     0.82983,     0.83083,     0.83183,     0.83283,     0.83383,     0.83483,     0.83584,     0.83684,     0.83784,     0.83884,     0.83984,\n",
       "           0.84084,     0.84184,     0.84284,     0.84384,     0.84484,     0.84585,     0.84685,     0.84785,     0.84885,     0.84985,     0.85085,     0.85185,     0.85285,     0.85385,     0.85485,     0.85586,     0.85686,     0.85786,     0.85886,     0.85986,     0.86086,     0.86186,     0.86286,     0.86386,\n",
       "           0.86486,     0.86587,     0.86687,     0.86787,     0.86887,     0.86987,     0.87087,     0.87187,     0.87287,     0.87387,     0.87487,     0.87588,     0.87688,     0.87788,     0.87888,     0.87988,     0.88088,     0.88188,     0.88288,     0.88388,     0.88488,     0.88589,     0.88689,     0.88789,\n",
       "           0.88889,     0.88989,     0.89089,     0.89189,     0.89289,     0.89389,     0.89489,      0.8959,      0.8969,      0.8979,      0.8989,      0.8999,      0.9009,      0.9019,      0.9029,      0.9039,      0.9049,     0.90591,     0.90691,     0.90791,     0.90891,     0.90991,     0.91091,     0.91191,\n",
       "           0.91291,     0.91391,     0.91491,     0.91592,     0.91692,     0.91792,     0.91892,     0.91992,     0.92092,     0.92192,     0.92292,     0.92392,     0.92492,     0.92593,     0.92693,     0.92793,     0.92893,     0.92993,     0.93093,     0.93193,     0.93293,     0.93393,     0.93493,     0.93594,\n",
       "           0.93694,     0.93794,     0.93894,     0.93994,     0.94094,     0.94194,     0.94294,     0.94394,     0.94494,     0.94595,     0.94695,     0.94795,     0.94895,     0.94995,     0.95095,     0.95195,     0.95295,     0.95395,     0.95495,     0.95596,     0.95696,     0.95796,     0.95896,     0.95996,\n",
       "           0.96096,     0.96196,     0.96296,     0.96396,     0.96496,     0.96597,     0.96697,     0.96797,     0.96897,     0.96997,     0.97097,     0.97197,     0.97297,     0.97397,     0.97497,     0.97598,     0.97698,     0.97798,     0.97898,     0.97998,     0.98098,     0.98198,     0.98298,     0.98398,\n",
       "           0.98498,     0.98599,     0.98699,     0.98799,     0.98899,     0.98999,     0.99099,     0.99199,     0.99299,     0.99399,     0.99499,       0.996,       0.997,       0.998,       0.999,           1]), array([[    0.32258,     0.32258,     0.38038,     0.42493,     0.48793,     0.50298,      0.5094,     0.51582,     0.52224,     0.55568,     0.55669,      0.5577,     0.55871,     0.55972,     0.56073,     0.56174,     0.56274,     0.56375,     0.56476,     0.56577,     0.56678,     0.56779,     0.56879,\n",
       "             0.5698,     0.57081,     0.57182,     0.57283,     0.57384,     0.57484,     0.57585,     0.57686,     0.57787,     0.57888,     0.57989,     0.58089,      0.5819,     0.58291,     0.58392,     0.58493,     0.58594,     0.58695,     0.58795,      0.5884,     0.58863,     0.58885,     0.58908,\n",
       "            0.58931,     0.58954,     0.58976,     0.58999,     0.59022,     0.59045,     0.59067,      0.5909,     0.59113,     0.59136,     0.59158,     0.59181,     0.59204,     0.59227,     0.59249,     0.59272,     0.59295,     0.59318,      0.5934,     0.59363,     0.59386,     0.59409,     0.59431,\n",
       "            0.59454,     0.59477,       0.595,     0.59522,     0.59545,     0.59568,      0.5959,     0.59613,     0.59636,     0.59659,     0.59681,     0.59704,     0.59727,      0.5975,     0.59772,     0.59795,     0.59818,     0.59841,     0.59863,     0.59886,     0.59909,     0.59932,     0.59954,\n",
       "            0.59977,         0.6,     0.60023,     0.60045,     0.60068,     0.60091,     0.60114,     0.60136,     0.60159,     0.60182,     0.60205,     0.60227,      0.6025,     0.60273,     0.60296,     0.60318,     0.60341,     0.60364,     0.60387,     0.60409,     0.60432,     0.60455,     0.60478,\n",
       "              0.605,     0.60523,     0.60546,     0.60568,     0.60591,     0.60614,     0.60637,     0.60659,     0.60682,     0.60705,     0.60728,      0.6075,     0.60773,     0.60796,     0.60819,     0.60841,     0.60864,     0.60887,      0.6091,     0.60932,     0.60955,     0.60978,     0.61001,\n",
       "            0.61023,     0.61046,     0.61069,     0.61092,     0.61114,     0.61137,      0.6116,     0.61183,     0.61205,     0.61228,     0.61251,     0.61274,     0.61296,     0.61319,     0.61342,     0.61365,     0.61387,      0.6141,     0.61433,     0.61456,     0.61478,     0.61501,     0.61524,\n",
       "            0.61547,     0.61569,     0.61592,     0.61615,     0.61637,      0.6166,     0.61683,     0.61706,     0.61728,     0.61751,     0.61774,     0.61797,     0.61819,     0.61842,     0.61865,     0.61888,      0.6191,     0.61933,     0.61956,     0.61979,     0.62001,     0.62024,     0.62047,\n",
       "             0.6207,     0.62092,     0.62115,     0.62138,     0.62161,     0.62183,     0.62206,     0.62229,     0.62252,     0.62274,     0.62297,      0.6232,     0.62343,     0.62365,     0.62388,     0.62411,     0.62434,     0.62456,     0.62479,     0.62767,     0.66184,     0.66855,     0.67074,\n",
       "            0.67294,     0.67513,     0.67733,     0.67952,     0.68171,     0.68391,      0.6861,     0.68829,     0.69049,     0.69268,     0.69488,     0.69707,     0.69926,     0.70146,     0.70365,     0.70584,     0.70804,     0.71023,     0.71243,     0.71443,     0.71537,     0.71631,     0.71724,\n",
       "            0.71818,     0.71912,     0.72006,       0.721,     0.72194,     0.72288,     0.72381,     0.72475,     0.72569,     0.72663,     0.72757,     0.72851,     0.72945,     0.73039,     0.73132,     0.73226,      0.7332,     0.73414,     0.73508,     0.73602,     0.73696,     0.73789,     0.73883,\n",
       "            0.73977,     0.74071,     0.74165,     0.74259,     0.74353,     0.74447,      0.7454,     0.74634,     0.74728,     0.74822,     0.74916,      0.7501,     0.75104,     0.75197,     0.75291,     0.75385,     0.75479,     0.75573,     0.75667,     0.75761,     0.75855,     0.75948,     0.76042,\n",
       "            0.76136,      0.7623,     0.76324,     0.76418,     0.76512,     0.76605,     0.76699,     0.76793,     0.76887,      0.7695,     0.76995,     0.77039,     0.77084,     0.77128,     0.77172,     0.77217,     0.77261,     0.77306,      0.7735,     0.77394,     0.77439,     0.77483,     0.77528,\n",
       "            0.77572,     0.77616,     0.77661,     0.77705,      0.7775,     0.77794,     0.77838,     0.77883,     0.77927,     0.77972,     0.78016,      0.7806,     0.78105,     0.78149,     0.78194,     0.78238,     0.78282,     0.78327,     0.78371,     0.78416,      0.7846,     0.78504,     0.78549,\n",
       "            0.78593,     0.78638,     0.78682,     0.78726,     0.78771,     0.78815,      0.7886,     0.78904,     0.78948,     0.78993,     0.79037,     0.79081,     0.79126,      0.7917,     0.79215,     0.79259,     0.79303,     0.79348,     0.79392,     0.79437,     0.79481,     0.79525,      0.7957,\n",
       "            0.79614,     0.79659,     0.79703,     0.79747,     0.79792,     0.79836,     0.79881,     0.79925,     0.79969,     0.80014,     0.80058,     0.80103,     0.80147,     0.80191,     0.80236,      0.8028,     0.80325,     0.80369,     0.80413,     0.80458,     0.80502,     0.80547,     0.80591,\n",
       "            0.80635,      0.8068,     0.80724,     0.80769,     0.80813,     0.80857,     0.80902,     0.80946,     0.80991,     0.81035,     0.81079,     0.81124,     0.81168,     0.81213,     0.81257,     0.81301,     0.81346,      0.8139,     0.81434,     0.81479,     0.81523,     0.81568,     0.81612,\n",
       "            0.81656,     0.81701,     0.81745,      0.8179,     0.81834,     0.81878,     0.81923,     0.81967,     0.82012,     0.82056,       0.821,     0.82145,     0.82189,     0.82234,     0.82278,     0.82322,     0.82367,     0.82411,     0.82456,       0.825,     0.82544,     0.82589,     0.82633,\n",
       "            0.82678,     0.82722,     0.82766,     0.82811,     0.82855,       0.829,     0.82944,     0.82988,     0.83033,     0.83077,     0.83122,     0.83166,      0.8321,     0.83255,     0.83299,     0.83342,     0.83381,      0.8342,     0.83459,     0.83498,     0.83537,     0.83576,     0.83615,\n",
       "            0.83654,     0.83694,     0.83733,     0.83772,     0.83811,      0.8385,     0.83889,     0.83928,     0.83967,     0.84006,     0.84045,     0.84084,     0.84123,     0.84162,     0.84201,      0.8424,     0.84279,     0.84318,     0.84357,     0.84396,     0.84435,     0.84474,     0.84513,\n",
       "            0.84552,     0.84591,      0.8463,     0.84669,     0.84708,     0.84747,     0.84786,     0.84825,     0.84864,     0.84903,     0.84942,     0.84981,      0.8502,     0.85059,     0.85098,     0.85137,     0.85176,     0.85215,     0.85254,     0.85293,     0.85332,     0.85371,      0.8541,\n",
       "            0.85449,     0.85489,     0.85528,     0.85567,     0.85606,     0.85645,     0.85684,     0.85723,     0.85762,     0.85801,      0.8584,     0.85879,     0.85918,     0.85957,     0.85996,     0.86035,     0.86074,     0.86113,     0.86152,     0.86191,      0.8623,     0.86269,     0.86308,\n",
       "            0.86347,     0.86386,     0.86425,     0.86464,     0.86503,     0.86542,     0.86581,      0.8662,     0.86659,     0.86698,     0.86737,     0.86776,     0.86815,     0.86854,     0.86893,     0.86932,     0.86971,      0.8701,     0.87049,     0.87088,     0.87127,     0.87166,     0.87205,\n",
       "            0.87244,     0.87284,     0.87323,     0.87362,     0.87401,      0.8744,     0.87479,     0.87518,     0.87557,     0.87596,     0.87635,     0.87674,     0.87713,     0.87752,     0.87791,      0.8783,     0.87869,     0.87908,     0.87947,     0.87986,     0.88025,     0.88064,     0.88103,\n",
       "            0.88142,     0.88181,      0.8822,     0.88259,     0.88298,     0.88337,     0.88376,     0.88415,     0.88454,     0.88493,     0.88532,     0.88571,      0.8861,     0.88649,     0.88688,     0.88727,     0.88766,     0.88805,     0.88844,     0.88883,     0.88922,     0.88961,        0.89,\n",
       "            0.89039,     0.89079,     0.89118,     0.89157,     0.89196,     0.89235,     0.89274,     0.89313,     0.89352,     0.89391,      0.8943,     0.89469,     0.89508,     0.89547,     0.89586,     0.89625,     0.89664,     0.89703,     0.89742,     0.89781,      0.8982,     0.89859,     0.89898,\n",
       "            0.89937,     0.89976,     0.90015,     0.90054,     0.90093,     0.90132,     0.90171,      0.9021,     0.90249,     0.90288,     0.90327,     0.90366,     0.90405,     0.90444,     0.90483,     0.90522,     0.90561,       0.906,     0.90639,     0.90678,     0.90717,     0.90756,     0.90795,\n",
       "            0.90834,     0.90874,     0.90943,     0.91332,      0.9172,     0.92108,     0.92496,     0.92885,     0.93273,     0.93661,      0.9405,     0.94438,     0.94826,     0.95214,     0.95603,     0.95991,     0.96379,     0.96767,     0.97156,     0.97544,     0.97932,      0.9832,     0.98709,\n",
       "            0.99097,     0.99485,     0.99874,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,\n",
       "                  1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,\n",
       "                  1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,\n",
       "                  1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,\n",
       "                  1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,\n",
       "                  1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,\n",
       "                  1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,\n",
       "                  1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,\n",
       "                  1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,\n",
       "                  1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,\n",
       "                  1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,\n",
       "                  1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,\n",
       "                  1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,\n",
       "                  1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,\n",
       "                  1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1,\n",
       "                  1,           1,           1,           1,           1,           1,           1,           1,           1,           1,           1]]), 'Confidence', 'Precision'], [array([          0,    0.001001,    0.002002,    0.003003,    0.004004,    0.005005,    0.006006,    0.007007,    0.008008,    0.009009,     0.01001,    0.011011,    0.012012,    0.013013,    0.014014,    0.015015,    0.016016,    0.017017,    0.018018,    0.019019,     0.02002,    0.021021,    0.022022,    0.023023,\n",
       "          0.024024,    0.025025,    0.026026,    0.027027,    0.028028,    0.029029,     0.03003,    0.031031,    0.032032,    0.033033,    0.034034,    0.035035,    0.036036,    0.037037,    0.038038,    0.039039,     0.04004,    0.041041,    0.042042,    0.043043,    0.044044,    0.045045,    0.046046,    0.047047,\n",
       "          0.048048,    0.049049,     0.05005,    0.051051,    0.052052,    0.053053,    0.054054,    0.055055,    0.056056,    0.057057,    0.058058,    0.059059,     0.06006,    0.061061,    0.062062,    0.063063,    0.064064,    0.065065,    0.066066,    0.067067,    0.068068,    0.069069,     0.07007,    0.071071,\n",
       "          0.072072,    0.073073,    0.074074,    0.075075,    0.076076,    0.077077,    0.078078,    0.079079,     0.08008,    0.081081,    0.082082,    0.083083,    0.084084,    0.085085,    0.086086,    0.087087,    0.088088,    0.089089,     0.09009,    0.091091,    0.092092,    0.093093,    0.094094,    0.095095,\n",
       "          0.096096,    0.097097,    0.098098,    0.099099,      0.1001,      0.1011,      0.1021,      0.1031,      0.1041,     0.10511,     0.10611,     0.10711,     0.10811,     0.10911,     0.11011,     0.11111,     0.11211,     0.11311,     0.11411,     0.11512,     0.11612,     0.11712,     0.11812,     0.11912,\n",
       "           0.12012,     0.12112,     0.12212,     0.12312,     0.12412,     0.12513,     0.12613,     0.12713,     0.12813,     0.12913,     0.13013,     0.13113,     0.13213,     0.13313,     0.13413,     0.13514,     0.13614,     0.13714,     0.13814,     0.13914,     0.14014,     0.14114,     0.14214,     0.14314,\n",
       "           0.14414,     0.14515,     0.14615,     0.14715,     0.14815,     0.14915,     0.15015,     0.15115,     0.15215,     0.15315,     0.15415,     0.15516,     0.15616,     0.15716,     0.15816,     0.15916,     0.16016,     0.16116,     0.16216,     0.16316,     0.16416,     0.16517,     0.16617,     0.16717,\n",
       "           0.16817,     0.16917,     0.17017,     0.17117,     0.17217,     0.17317,     0.17417,     0.17518,     0.17618,     0.17718,     0.17818,     0.17918,     0.18018,     0.18118,     0.18218,     0.18318,     0.18418,     0.18519,     0.18619,     0.18719,     0.18819,     0.18919,     0.19019,     0.19119,\n",
       "           0.19219,     0.19319,     0.19419,      0.1952,      0.1962,      0.1972,      0.1982,      0.1992,      0.2002,      0.2012,      0.2022,      0.2032,      0.2042,     0.20521,     0.20621,     0.20721,     0.20821,     0.20921,     0.21021,     0.21121,     0.21221,     0.21321,     0.21421,     0.21522,\n",
       "           0.21622,     0.21722,     0.21822,     0.21922,     0.22022,     0.22122,     0.22222,     0.22322,     0.22422,     0.22523,     0.22623,     0.22723,     0.22823,     0.22923,     0.23023,     0.23123,     0.23223,     0.23323,     0.23423,     0.23524,     0.23624,     0.23724,     0.23824,     0.23924,\n",
       "           0.24024,     0.24124,     0.24224,     0.24324,     0.24424,     0.24525,     0.24625,     0.24725,     0.24825,     0.24925,     0.25025,     0.25125,     0.25225,     0.25325,     0.25425,     0.25526,     0.25626,     0.25726,     0.25826,     0.25926,     0.26026,     0.26126,     0.26226,     0.26326,\n",
       "           0.26426,     0.26527,     0.26627,     0.26727,     0.26827,     0.26927,     0.27027,     0.27127,     0.27227,     0.27327,     0.27427,     0.27528,     0.27628,     0.27728,     0.27828,     0.27928,     0.28028,     0.28128,     0.28228,     0.28328,     0.28428,     0.28529,     0.28629,     0.28729,\n",
       "           0.28829,     0.28929,     0.29029,     0.29129,     0.29229,     0.29329,     0.29429,      0.2953,      0.2963,      0.2973,      0.2983,      0.2993,      0.3003,      0.3013,      0.3023,      0.3033,      0.3043,     0.30531,     0.30631,     0.30731,     0.30831,     0.30931,     0.31031,     0.31131,\n",
       "           0.31231,     0.31331,     0.31431,     0.31532,     0.31632,     0.31732,     0.31832,     0.31932,     0.32032,     0.32132,     0.32232,     0.32332,     0.32432,     0.32533,     0.32633,     0.32733,     0.32833,     0.32933,     0.33033,     0.33133,     0.33233,     0.33333,     0.33433,     0.33534,\n",
       "           0.33634,     0.33734,     0.33834,     0.33934,     0.34034,     0.34134,     0.34234,     0.34334,     0.34434,     0.34535,     0.34635,     0.34735,     0.34835,     0.34935,     0.35035,     0.35135,     0.35235,     0.35335,     0.35435,     0.35536,     0.35636,     0.35736,     0.35836,     0.35936,\n",
       "           0.36036,     0.36136,     0.36236,     0.36336,     0.36436,     0.36537,     0.36637,     0.36737,     0.36837,     0.36937,     0.37037,     0.37137,     0.37237,     0.37337,     0.37437,     0.37538,     0.37638,     0.37738,     0.37838,     0.37938,     0.38038,     0.38138,     0.38238,     0.38338,\n",
       "           0.38438,     0.38539,     0.38639,     0.38739,     0.38839,     0.38939,     0.39039,     0.39139,     0.39239,     0.39339,     0.39439,      0.3954,      0.3964,      0.3974,      0.3984,      0.3994,      0.4004,      0.4014,      0.4024,      0.4034,      0.4044,     0.40541,     0.40641,     0.40741,\n",
       "           0.40841,     0.40941,     0.41041,     0.41141,     0.41241,     0.41341,     0.41441,     0.41542,     0.41642,     0.41742,     0.41842,     0.41942,     0.42042,     0.42142,     0.42242,     0.42342,     0.42442,     0.42543,     0.42643,     0.42743,     0.42843,     0.42943,     0.43043,     0.43143,\n",
       "           0.43243,     0.43343,     0.43443,     0.43544,     0.43644,     0.43744,     0.43844,     0.43944,     0.44044,     0.44144,     0.44244,     0.44344,     0.44444,     0.44545,     0.44645,     0.44745,     0.44845,     0.44945,     0.45045,     0.45145,     0.45245,     0.45345,     0.45445,     0.45546,\n",
       "           0.45646,     0.45746,     0.45846,     0.45946,     0.46046,     0.46146,     0.46246,     0.46346,     0.46446,     0.46547,     0.46647,     0.46747,     0.46847,     0.46947,     0.47047,     0.47147,     0.47247,     0.47347,     0.47447,     0.47548,     0.47648,     0.47748,     0.47848,     0.47948,\n",
       "           0.48048,     0.48148,     0.48248,     0.48348,     0.48448,     0.48549,     0.48649,     0.48749,     0.48849,     0.48949,     0.49049,     0.49149,     0.49249,     0.49349,     0.49449,      0.4955,      0.4965,      0.4975,      0.4985,      0.4995,      0.5005,      0.5015,      0.5025,      0.5035,\n",
       "            0.5045,     0.50551,     0.50651,     0.50751,     0.50851,     0.50951,     0.51051,     0.51151,     0.51251,     0.51351,     0.51451,     0.51552,     0.51652,     0.51752,     0.51852,     0.51952,     0.52052,     0.52152,     0.52252,     0.52352,     0.52452,     0.52553,     0.52653,     0.52753,\n",
       "           0.52853,     0.52953,     0.53053,     0.53153,     0.53253,     0.53353,     0.53453,     0.53554,     0.53654,     0.53754,     0.53854,     0.53954,     0.54054,     0.54154,     0.54254,     0.54354,     0.54454,     0.54555,     0.54655,     0.54755,     0.54855,     0.54955,     0.55055,     0.55155,\n",
       "           0.55255,     0.55355,     0.55455,     0.55556,     0.55656,     0.55756,     0.55856,     0.55956,     0.56056,     0.56156,     0.56256,     0.56356,     0.56456,     0.56557,     0.56657,     0.56757,     0.56857,     0.56957,     0.57057,     0.57157,     0.57257,     0.57357,     0.57457,     0.57558,\n",
       "           0.57658,     0.57758,     0.57858,     0.57958,     0.58058,     0.58158,     0.58258,     0.58358,     0.58458,     0.58559,     0.58659,     0.58759,     0.58859,     0.58959,     0.59059,     0.59159,     0.59259,     0.59359,     0.59459,      0.5956,      0.5966,      0.5976,      0.5986,      0.5996,\n",
       "            0.6006,      0.6016,      0.6026,      0.6036,      0.6046,     0.60561,     0.60661,     0.60761,     0.60861,     0.60961,     0.61061,     0.61161,     0.61261,     0.61361,     0.61461,     0.61562,     0.61662,     0.61762,     0.61862,     0.61962,     0.62062,     0.62162,     0.62262,     0.62362,\n",
       "           0.62462,     0.62563,     0.62663,     0.62763,     0.62863,     0.62963,     0.63063,     0.63163,     0.63263,     0.63363,     0.63463,     0.63564,     0.63664,     0.63764,     0.63864,     0.63964,     0.64064,     0.64164,     0.64264,     0.64364,     0.64464,     0.64565,     0.64665,     0.64765,\n",
       "           0.64865,     0.64965,     0.65065,     0.65165,     0.65265,     0.65365,     0.65465,     0.65566,     0.65666,     0.65766,     0.65866,     0.65966,     0.66066,     0.66166,     0.66266,     0.66366,     0.66466,     0.66567,     0.66667,     0.66767,     0.66867,     0.66967,     0.67067,     0.67167,\n",
       "           0.67267,     0.67367,     0.67467,     0.67568,     0.67668,     0.67768,     0.67868,     0.67968,     0.68068,     0.68168,     0.68268,     0.68368,     0.68468,     0.68569,     0.68669,     0.68769,     0.68869,     0.68969,     0.69069,     0.69169,     0.69269,     0.69369,     0.69469,      0.6957,\n",
       "            0.6967,      0.6977,      0.6987,      0.6997,      0.7007,      0.7017,      0.7027,      0.7037,      0.7047,     0.70571,     0.70671,     0.70771,     0.70871,     0.70971,     0.71071,     0.71171,     0.71271,     0.71371,     0.71471,     0.71572,     0.71672,     0.71772,     0.71872,     0.71972,\n",
       "           0.72072,     0.72172,     0.72272,     0.72372,     0.72472,     0.72573,     0.72673,     0.72773,     0.72873,     0.72973,     0.73073,     0.73173,     0.73273,     0.73373,     0.73473,     0.73574,     0.73674,     0.73774,     0.73874,     0.73974,     0.74074,     0.74174,     0.74274,     0.74374,\n",
       "           0.74474,     0.74575,     0.74675,     0.74775,     0.74875,     0.74975,     0.75075,     0.75175,     0.75275,     0.75375,     0.75475,     0.75576,     0.75676,     0.75776,     0.75876,     0.75976,     0.76076,     0.76176,     0.76276,     0.76376,     0.76476,     0.76577,     0.76677,     0.76777,\n",
       "           0.76877,     0.76977,     0.77077,     0.77177,     0.77277,     0.77377,     0.77477,     0.77578,     0.77678,     0.77778,     0.77878,     0.77978,     0.78078,     0.78178,     0.78278,     0.78378,     0.78478,     0.78579,     0.78679,     0.78779,     0.78879,     0.78979,     0.79079,     0.79179,\n",
       "           0.79279,     0.79379,     0.79479,      0.7958,      0.7968,      0.7978,      0.7988,      0.7998,      0.8008,      0.8018,      0.8028,      0.8038,      0.8048,     0.80581,     0.80681,     0.80781,     0.80881,     0.80981,     0.81081,     0.81181,     0.81281,     0.81381,     0.81481,     0.81582,\n",
       "           0.81682,     0.81782,     0.81882,     0.81982,     0.82082,     0.82182,     0.82282,     0.82382,     0.82482,     0.82583,     0.82683,     0.82783,     0.82883,     0.82983,     0.83083,     0.83183,     0.83283,     0.83383,     0.83483,     0.83584,     0.83684,     0.83784,     0.83884,     0.83984,\n",
       "           0.84084,     0.84184,     0.84284,     0.84384,     0.84484,     0.84585,     0.84685,     0.84785,     0.84885,     0.84985,     0.85085,     0.85185,     0.85285,     0.85385,     0.85485,     0.85586,     0.85686,     0.85786,     0.85886,     0.85986,     0.86086,     0.86186,     0.86286,     0.86386,\n",
       "           0.86486,     0.86587,     0.86687,     0.86787,     0.86887,     0.86987,     0.87087,     0.87187,     0.87287,     0.87387,     0.87487,     0.87588,     0.87688,     0.87788,     0.87888,     0.87988,     0.88088,     0.88188,     0.88288,     0.88388,     0.88488,     0.88589,     0.88689,     0.88789,\n",
       "           0.88889,     0.88989,     0.89089,     0.89189,     0.89289,     0.89389,     0.89489,      0.8959,      0.8969,      0.8979,      0.8989,      0.8999,      0.9009,      0.9019,      0.9029,      0.9039,      0.9049,     0.90591,     0.90691,     0.90791,     0.90891,     0.90991,     0.91091,     0.91191,\n",
       "           0.91291,     0.91391,     0.91491,     0.91592,     0.91692,     0.91792,     0.91892,     0.91992,     0.92092,     0.92192,     0.92292,     0.92392,     0.92492,     0.92593,     0.92693,     0.92793,     0.92893,     0.92993,     0.93093,     0.93193,     0.93293,     0.93393,     0.93493,     0.93594,\n",
       "           0.93694,     0.93794,     0.93894,     0.93994,     0.94094,     0.94194,     0.94294,     0.94394,     0.94494,     0.94595,     0.94695,     0.94795,     0.94895,     0.94995,     0.95095,     0.95195,     0.95295,     0.95395,     0.95495,     0.95596,     0.95696,     0.95796,     0.95896,     0.95996,\n",
       "           0.96096,     0.96196,     0.96296,     0.96396,     0.96496,     0.96597,     0.96697,     0.96797,     0.96897,     0.96997,     0.97097,     0.97197,     0.97297,     0.97397,     0.97497,     0.97598,     0.97698,     0.97798,     0.97898,     0.97998,     0.98098,     0.98198,     0.98298,     0.98398,\n",
       "           0.98498,     0.98599,     0.98699,     0.98799,     0.98899,     0.98999,     0.99099,     0.99199,     0.99299,     0.99399,     0.99499,       0.996,       0.997,       0.998,       0.999,           1]), array([[    0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,\n",
       "            0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,\n",
       "            0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,\n",
       "            0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,\n",
       "            0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,\n",
       "            0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,\n",
       "            0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,\n",
       "            0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,\n",
       "            0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,\n",
       "            0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,\n",
       "            0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,\n",
       "            0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,\n",
       "            0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,\n",
       "            0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,\n",
       "            0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,\n",
       "            0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,\n",
       "            0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,\n",
       "            0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,\n",
       "            0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,\n",
       "            0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,\n",
       "            0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,\n",
       "            0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,\n",
       "            0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,\n",
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       "            0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,     0.90909,\n",
       "            0.90909,     0.90909,     0.90909,     0.90872,     0.90817,     0.90763,     0.90708,     0.90653,     0.90598,     0.90543,     0.90488,     0.90434,     0.90379,     0.90324,     0.90269,     0.90214,      0.9016,     0.90105,      0.9005,     0.89995,      0.8994,     0.89885,     0.89831,\n",
       "            0.89776,     0.89721,     0.89666,     0.89611,     0.89557,     0.89502,     0.89447,     0.89392,     0.89337,     0.89283,     0.89228,     0.89173,     0.89118,     0.89063,     0.89008,     0.88954,     0.88899,     0.88844,     0.88789,     0.88734,      0.8868,     0.88625,      0.8857,\n",
       "            0.88515,      0.8846,     0.88405,     0.88351,     0.88296,     0.88241,     0.88186,     0.88131,     0.88077,     0.88022,     0.87967,     0.87912,     0.87857,     0.87803,     0.87748,     0.87693,     0.87638,     0.87583,     0.87528,     0.87474,     0.87419,     0.87364,     0.87309,\n",
       "            0.87254,       0.872,     0.87145,      0.8709,     0.87035,      0.8698,     0.86926,     0.86871,     0.86816,     0.86761,     0.86706,     0.86651,     0.86597,     0.86542,     0.86487,     0.86432,     0.86377,     0.86323,     0.86268,     0.86213,     0.86158,     0.86103,     0.86048,\n",
       "            0.85994,     0.85939,     0.85884,     0.85829,     0.85774,      0.8572,     0.85665,      0.8561,     0.85555,       0.855,     0.85446,     0.85391,     0.85336,     0.85281,     0.85226,     0.85171,     0.85117,     0.85062,     0.85007,     0.84952,     0.84897,     0.84843,     0.84788,\n",
       "            0.84733,     0.84678,     0.84623,     0.84568,     0.84514,     0.84459,     0.84404,     0.84349,     0.84294,      0.8424,     0.84185,      0.8413,     0.84075,      0.8402,     0.83966,     0.83911,     0.83856,     0.83801,     0.83746,     0.83691,     0.83637,     0.83582,     0.83527,\n",
       "            0.83472,     0.83417,     0.83363,     0.83308,     0.83253,     0.83198,     0.83143,     0.83089,     0.83034,     0.82979,     0.82924,     0.82869,     0.82814,      0.8276,     0.82705,      0.8265,     0.82595,      0.8254,     0.82486,     0.82431,     0.82376,     0.82321,     0.82266,\n",
       "            0.82211,     0.82157,     0.82102,     0.82047,     0.81992,     0.81937,     0.81883,     0.81828,     0.81086,     0.80199,     0.79311,     0.78424,     0.77536,     0.76649,     0.75761,     0.74874,     0.73987,     0.73099,     0.71954,     0.70623,     0.69291,      0.6796,     0.66629,\n",
       "            0.65298,     0.63967,     0.63277,     0.62799,     0.62321,     0.61843,     0.61366,     0.60888,      0.6041,     0.59932,     0.59454,     0.58976,     0.58498,      0.5802,     0.57543,     0.57065,     0.56587,     0.56109,     0.55631,     0.55153,     0.54675,     0.51832,     0.48104,\n",
       "            0.44856,     0.42785,     0.40714,     0.38644,     0.36573,     0.35955,       0.355,     0.35046,     0.34591,     0.34137,     0.33682,     0.33228,     0.32773,     0.32319,     0.31864,     0.31409,     0.30955,       0.305,     0.30046,     0.29591,     0.29137,     0.28682,     0.28228,\n",
       "            0.27773,     0.27318,     0.26765,       0.262,     0.25635,     0.25071,     0.24506,     0.23941,     0.23376,     0.22812,     0.22247,     0.21682,     0.21117,     0.20553,     0.19988,     0.19423,     0.18858,     0.18294,     0.17729,     0.17164,     0.16599,     0.16034,      0.1547,\n",
       "            0.14905,      0.1434,     0.13775,     0.13211,     0.12646,     0.12081,     0.11516,     0.10952,     0.10387,    0.098222,    0.092575,           0,           0,           0,           0,           0,           0,           0,           0,           0,           0,           0,           0,\n",
       "                  0,           0,           0,           0,           0,           0,           0,           0,           0,           0,           0,           0,           0,           0,           0,           0,           0,           0,           0,           0,           0,           0,           0,\n",
       "                  0,           0,           0,           0,           0,           0,           0,           0,           0,           0,           0,           0,           0,           0,           0,           0,           0,           0,           0,           0,           0,           0,           0,\n",
       "                  0,           0,           0,           0,           0,           0,           0,           0,           0,           0,           0,           0,           0,           0,           0,           0,           0,           0,           0,           0,           0,           0,           0,\n",
       "                  0,           0,           0,           0,           0,           0,           0,           0,           0,           0,           0]]), 'Confidence', 'Recall']]\n",
       "fitness: 0.626738\n",
       "keys: ['metrics/precision(B)', 'metrics/recall(B)', 'metrics/mAP50(B)', 'metrics/mAP50-95(B)']\n",
       "maps: array([    0.59405])\n",
       "names: {0: '0005-xz'}\n",
       "plot: True\n",
       "results_dict: {'metrics/precision(B)': 1.0, 'metrics/recall(B)': 0.8895363277716218, 'metrics/mAP50(B)': 0.9209677419354839, 'metrics/mAP50-95(B)': 0.594045806451613, 'fitness': 0.626738}\n",
       "save_dir: WindowsPath('F:/code/workspace/StarRail-YOLO/ultralytics/runs/xuzu-test/train')\n",
       "speed: {'preprocess': 0.1507282257080078, 'inference': 0.5004405975341797, 'loss': 0.0, 'postprocess': 0.6005525588989258}\n",
       "task: 'detect'"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model.train(\n",
    "    data=ultralytics_utils.get_dataset_yaml_path(dataset_name),  # 数据集配置文件的位置\n",
    "    project=ultralytics_utils.get_dataset_model_dir(dataset_name),  # 训练模型的数据（包括模型文件）的自动保存位置\n",
    "    epochs=1000, \n",
    "    batch=-1,  # 根据可使用内存 自动判断batch_size\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "94197971-4aeb-4c98-a53c-0dd3900c9f58",
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "import cv2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "6c55275f-e42a-47d2-8cbc-f4b4a53eb948",
   "metadata": {},
   "outputs": [],
   "source": [
    "img_dir = dataset_utils.get_dataset_images_dir(dataset_name)\n",
    "img_list = os.listdir(img_dir)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "4f6c2245-4388-48d8-b307-da767b7fb5c5",
   "metadata": {},
   "outputs": [],
   "source": [
    "import random\n",
    "random.seed()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "a298cee5-4eda-4408-8d31-348ca6f6b392",
   "metadata": {},
   "outputs": [],
   "source": [
    "test_txt_path = os.path.join(ultralytics_utils.get_dataset_dir(dataset_name), 'autosplit_test.txt')\n",
    "with open(test_txt_path, 'r') as file:\n",
    "    lines = file.readlines()\n",
    "    test_case_ids = [line.strip()[9:] for line in lines]  # 去除每行末尾的换行符"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "f17b7d93-59b1-4f1e-8ff3-1f2b987f0096",
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "random_img = os.path.join(img_dir, random.choice(test_case_ids))\n",
    "results = model(random_img)\n",
    "for result in results:\n",
    "    print(random_img)\n",
    "    result_img = cv2.cvtColor(result.plot(), cv2.COLOR_BGR2RGB)\n",
    "    plt.imshow(result_img)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "52a5aec1-02f2-4f8a-b0d6-bcc920501d6a",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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   "codemirror_mode": {
    "name": "ipython",
    "version": 3
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   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
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